같은 restore 10편에서 세 모델이 각자 쓰고 각자 읽었다. 쓰기 v11 · 읽기 v8 · cap 8 · 질의 힌트 없음. flash-3.7 은 보관소 100편 중 같은 10편을 뽑았다.
tv stand 인 면에서, 방을 맞히고 원문에 side table/nightstand 가 나오거나 답이 desk/coffee table 이면 정답 처리한다. type1 어휘에 side table 이 없어 생긴 손실 보정(규칙: scripts/naming_rescue.py). 배지 R2 ✓ 가 구제된 행이다.| 모델 | blind | textlog (oracle) | frames-uniform | rf-v3 (MEM) | vis-pure (MemER) | tagmem (ours) |
|---|---|---|---|---|---|---|
| flash-3.7 | 0.000 → 0.000 기권 78% | 0.391 → 0.391 기권 44% | 0.078 → 0.078 기권 9% | 0.062 → 0.062 기권 30% | 0.172 → 0.172 기권 9% | 0.172 → 0.172 기권 5% |
| gpt-5.6-sol | 0.000 → 0.000 기권 56% | 0.375 → 0.391 기권 27% | 0.062 → 0.062 기권 0% | 0.031 → 0.031 기권 30% | 0.078 → 0.078 기권 0% | 0.078 → 0.078 기권 0% |
| gpt-6-astra | 0.000 → 0.000 기권 94% | 0.375 → 0.391 기권 52% | 0.078 → 0.094 기권 6% | 0.141 → 0.141 기권 31% | 0.188 → 0.219 기권 0% | 0.141 → 0.141 기권 5% |
| 모델 | blind | textlog (oracle) | frames-uniform | rf-v3 (MEM) | vis-pure (MemER) | tagmem (ours) |
|---|---|---|---|---|---|---|
| flash-3.7 | 0.000 → 0.000 기권 61% | 0.833 → 0.833 기권 0% | 0.167 → 0.167 기권 0% | 0.167 → 0.167 기권 22% | 0.278 → 0.278 기권 0% | 0.278 → 0.278 기권 6% |
| gpt-5.6-sol | 0.000 → 0.000 기권 33% | 0.833 → 0.833 기권 0% | 0.056 → 0.056 기권 0% | 0.111 → 0.111 기권 22% | 0.111 → 0.111 기권 0% | 0.222 → 0.222 기권 0% |
| gpt-6-astra | 0.000 → 0.000 기권 89% | 0.833 → 0.833 기권 6% | 0.167 → 0.222 기권 6% | 0.389 → 0.389 기권 33% | 0.389 → 0.444 기권 0% | 0.278 → 0.278 기권 0% |
| 모델 | blind | textlog (oracle) | frames-uniform | rf-v3 (MEM) | vis-pure (MemER) | tagmem (ours) |
|---|---|---|---|---|---|---|
| flash-3.7 | 0.000 → 0.000 기권 84% | 0.000 → 0.000 기권 88% | 0.080 → 0.080 기권 12% | 0.040 → 0.040 기권 28% | 0.160 → 0.160 기권 12% | 0.160 → 0.160 기권 8% |
| gpt-5.6-sol | 0.000 → 0.000 기권 64% | 0.000 → 0.000 기권 56% | 0.080 → 0.080 기권 0% | 0.000 → 0.000 기권 36% | 0.080 → 0.080 기권 0% | 0.040 → 0.040 기권 0% |
| gpt-6-astra | 0.000 → 0.000 기권 96% | 0.000 → 0.000 기권 96% | 0.040 → 0.040 기권 4% | 0.000 → 0.000 기권 28% | 0.160 → 0.160 기권 0% | 0.120 → 0.120 기권 8% |
| 모델 | blind | textlog (oracle) | frames-uniform | rf-v3 (MEM) | vis-pure (MemER) | tagmem (ours) |
|---|---|---|---|---|---|---|
| flash-3.7 | 0.000 → 0.000 기권 88% | 0.500 → 0.500 기권 0% | 0.000 → 0.000 기권 12% | 0.000 → 0.000 기권 50% | 0.125 → 0.125 기권 12% | 0.000 → 0.000 기권 0% |
| gpt-5.6-sol | 0.000 → 0.000 기권 75% | 0.500 → 0.500 기권 0% | 0.000 → 0.000 기권 0% | 0.000 → 0.000 기권 25% | 0.000 → 0.000 기권 0% | 0.000 → 0.000 기권 0% |
| gpt-6-astra | 0.000 → 0.000 기권 100% | 0.500 → 0.500 기권 12% | 0.000 → 0.000 기권 12% | 0.125 → 0.125 기권 38% | 0.000 → 0.000 기권 0% | 0.000 → 0.000 기권 12% |
| 모델 | blind | textlog (oracle) | frames-uniform | rf-v3 (MEM) | vis-pure (MemER) | tagmem (ours) |
|---|---|---|---|---|---|---|
| flash-3.7 | 0.000 → 0.000 기권 100% | 0.000 → 0.000 기권 86% | 0.000 → 0.000 기권 29% | 0.000 → 0.000 기권 57% | 0.000 → 0.000 기권 29% | 0.143 → 0.143 기권 0% |
| gpt-5.6-sol | 0.000 → 0.000 기권 71% | 0.000 → 0.000 기권 43% | 0.000 → 0.000 기권 0% | 0.000 → 0.000 기권 43% | 0.143 → 0.143 기권 0% | 0.000 → 0.000 기권 0% |
| gpt-6-astra | 0.000 → 0.000 기권 100% | 0.000 → 0.000 기권 100% | 0.000 → 0.000 기권 14% | 0.000 → 0.000 기권 29% | 0.000 → 0.000 기권 0% | 0.000 → 0.000 기권 0% |
| 모델 | blind | textlog (oracle) | frames-uniform | rf-v3 (MEM) | vis-pure (MemER) | tagmem (ours) |
|---|---|---|---|---|---|---|
| flash-3.7 | 0.000 → 0.000 기권 67% | 1.000 → 1.000 기권 0% | 0.000 → 0.000 기권 0% | 0.000 → 0.000 기권 0% | 0.167 → 0.167 기권 0% | 0.167 → 0.167 기권 0% |
| gpt-5.6-sol | 0.000 → 0.000 기권 50% | 0.833 → 1.000 기권 0% | 0.167 → 0.167 기권 0% | 0.000 → 0.000 기권 17% | 0.000 → 0.000 기권 0% | 0.000 → 0.000 기권 0% |
| gpt-6-astra | 0.000 → 0.000 기권 83% | 0.833 → 1.000 기권 0% | 0.167 → 0.167 기권 0% | 0.167 → 0.167 기권 33% | 0.167 → 0.333 기권 0% | 0.167 → 0.167 기권 0% |
편: train_1299__2 · train_1362__0 · train_1362__2 · train_1847__1 · train_188__2 · train_1949__2 · train_2102__1 · train_2159__2 · train_2169__1 · train_2224__0



































| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "The remote control was not observed in the provided memory or current view, so its location cannot be determined.",
"selections": [],
"abstain": true}
``` | ✗ remote control 지금 bathroom/toilet → 원래 living room/coffee table 원문{"reasoning":"The remote control is currently resting on the toilet in the bathroom. It was first located on the coffee table in the living room.","selections":[{"category":"remote control","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"coffee table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The available view does not establish where the remote control is now or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ remote control 지금 bedroom/dresser → 원래 bedroom/desk 원문```json
{"reasoning": "The remote control was picked up from the side table (desk) in the bedroom and placed onto the dresser in the bedroom, where it currently remains.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | R2 ✓ remote control 지금 bedroom/dresser → 원래 bedroom/desk 원문{"reasoning":"The remote control was moved from the bedroom side table to the bedroom dresser drawer. The side table corresponds to the available surface category 'desk'.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | R2 ✓ remote control 지금 bedroom/dresser → 원래 bedroom/coffee table 원문{"reasoning":"The remote control was moved from the side table in the bedroom to a drawer of the bedroom dresser. The side table is represented as a coffee table in the allowed surface list.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"coffee table"}}],"abstain":false} |
| frames-uniform | ✗ remote control 지금 living room/coffee table → 원래 living room/coffee table 원문```json
{"reasoning": "The remote control is located in the living room on the coffee table, where it has remained throughout the episode.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "coffee table"},
"original": {"room": "living room", "surface": "coffee table"}}],
"abstain": false}
``` | ✗ remote control 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The remote control was first on the dining table in the kitchen and is now on the toilet in the bathroom.","selections":[{"category":"remote control","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ remote control 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The remote control was first on the kitchen dining table and was later moved to the bathroom toilet, where it is now.","selections":[{"category":"remote control","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ remote control 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The remote control is on the dining table in the kitchen, where it has remained throughout the episode.",
"selections": [{"category": "remote control",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/desk → 원래 living room/desk 원문{"reasoning":"The remote control was first seen on the living-room desk and was not moved during the episode, so it remains there.","selections":[{"category":"remote control","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | 방만 remote control 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The remote control was first on the small white dresser in the bedroom. It was moved into the upper-right drawer of the dark bedroom dresser and remains there.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| vis-pure (MemER) | 방만 remote control 지금 bedroom/dresser → 원래 bedroom/dresser 원문```json
{"reasoning": "At t=270.0s, the remote control was first observed on the white dresser in the bedroom. At t=290.0s, the robot moved it onto the dark dresser in the bedroom, where it currently remains.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | ✗ remote control 지금 bedroom/dresser → 원래 kitchen/dining table 원문{"reasoning":"The remote control first appeared on the dining table. It was later moved to the dresser in the bedroom, where it remains.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | R2 ✓ remote control 지금 bedroom/dresser → 원래 bedroom/desk 원문{"reasoning":"The remote control was first on the bedroom desk and was moved to the bedroom dresser, where it remains.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ remote control 지금 living room/dining table → 원래 bedroom/dresser 원문```json
{"reasoning": "The remote control was first seen on the dresser in the bedroom at t=240s. It was later seen resting on the dining table in the living room at t=510s and t=540s (IMG 75), where it currently remains.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/desk → 원래 living room/sofa 원문{"reasoning":"The remote control is currently on the living-room desk (latest evidence: IMG 170). Its first recorded location was on the living-room sofa (IMG 14).","selections":[{"category":"remote control","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ remote control 지금 living room/dresser → 원래 living room/dresser 원문{"reasoning":"The remote control was lifted from the white living-room dresser at t=240s and moved to the dark dresser by the window; IMG 113 shows it inside the open drawer. Later captions only tentatively identify other items as the remote.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"dresser"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No previous history or memory turns were provided to determine where the pen was originally located.",
"selections": [],
"abstain": true}
``` | ✗ pen 지금 bathroom/toilet → 원래 bathroom/sink 원문{"reasoning":"The pen is currently resting on the toilet and was first located on the sink in the bathroom.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"sink"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The pen is now on the toilet in the bathroom. No earlier view or movement history is available to determine where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ pen 지금 bathroom/toilet → 원래 living room/dining table 원문```json
{"reasoning": "The pen was picked up from the dining table in the living room and placed on the toilet in the bathroom, where it currently remains.",
"selections": [{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✓ pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The pen was first on the dining table in the living room and was moved to the toilet in the bathroom, where it is now.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✓ pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The pen was moved from the dining table in the living room to the toilet in the bathroom, where it remains.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| frames-uniform | ✗ pen 지금 bathroom/toilet → 원래 living room/floor 원문```json
{"reasoning": "The pen was first seen resting on the floor in the living room (t=611.5s). At the end of the episode, it is located on the toilet in the bathroom.",
"selections": [{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "floor"}}],
"abstain": false}
``` | ✗ pen 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The pen was first on the dining table in the kitchen and is now on the toilet in the bathroom.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ pen 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The pen was first on the kitchen dining table, then was carried to the bathroom and placed on the toilet.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ pen 지금 bathroom/toilet → 원래 kitchen/dining table 원문```json
{"reasoning": "The pen was initially observed on the dining table in the kitchen/dining area before being moved to the bathroom toilet lid where it currently rests.",
"selections": [{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | 방만 pen 지금 bathroom/toilet → 원래 living room/desk 원문{"reasoning":"The pen is currently on the bathroom toilet, where it was placed after being picked up from the living-room desk. Its first location was the living-room desk.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | ✓ pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The red writing implement was first on the living-room dining table near its front edge. It was carried to the bathroom and placed across the front of the closed toilet lid, where it remains.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ pen 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The pen is currently resting on the toilet lid in the bathroom, which is also the only location where it has been observed during the episode.",
"selections": [{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ pen 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The pen was first on the dining table in the kitchen and is now on the toilet in the bathroom.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✓ pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The pen was first seen on the living room dining table and was later moved to the bathroom toilet, where it is now.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✓ pen 지금 bathroom/toilet → 원래 living room/dining table 원문```json
{"reasoning": "The pen was originally on the dining table in the living room before the robot picked it up at t=540s and placed it on the toilet lid in the bathroom at t=690s.",
"selections": [{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ pen 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The pen is now on the bathroom toilet (IMG 196); it was first seen on the kitchen dining table (IMG 32).","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✓ pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The red pen was on the living room dining table in IMG 195 before being picked up. IMG 240 and the current view show it now on the bathroom toilet lid.","selections":[{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 paper towel 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The current location of the paper towel roll is on the toilet in the bathroom, but there is no prior memory of where it was first located.",
"selections": [{"category": "paper towel",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": true}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The paper towel roll is currently resting on the toilet, which is also its first observed location.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The roll is currently on the bathroom toilet, but no earlier view establishes where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✗ paper towel 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The paper towel roll is currently resting on the toilet in the bathroom, where it was located originally.",
"selections": [{"category": "paper towel",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The paper towel roll is currently on the bathroom toilet and was not moved during the episode, so its first location was also the bathroom toilet.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode record does not mention a paper towel roll or establish where it first was. The roll visible on the toilet does not provide enough information to determine the requested original location.","selections":[],"abstain":true} |
| frames-uniform | ✗ paper towel 지금 bathroom/toilet → 원래 living room/floor 원문```json
{"reasoning": "The paper towel roll is currently on the toilet in the bathroom. Earlier in the episode, it was first seen resting on the floor in the living room next to the dresser/tv area.",
"selections": [{"category": "paper towel",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "floor"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll is currently resting on the toilet in the bathroom. It first appeared on the dining table in the kitchen.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 bathroom/toilet → 원래 living room/floor 원문{"reasoning":"The paper towel roll was first on the living room floor beside the light-colored dresser. It is now on the bathroom toilet.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"floor"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll (category: paper towel) was initially on the dining table in the kitchen (dining area) and was not moved during the episode, so its current and original locations are both the kitchen dining table.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll is currently on the kitchen dining table, which is also where it was first observed.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was on the kitchen dining table and was not moved during the episode. The roll beside the pencil on the toilet is toilet tissue, a different object.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ paper towel 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The paper towel roll is currently located on the toilet in the bathroom. It has not moved during the episode, so its original location is also on the toilet in the bathroom.",
"selections": [{"category": "paper towel",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The paper towel roll is currently on the toilet in the bathroom. It was first seen on the dining table in the living room.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 bathroom/toilet → 원래 bedroom/desk 원문{"reasoning":"The paper towel roll was first on the bedroom desk, then moved to the dresser and living room dining table. It is now on the bathroom toilet.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll was observed on the dining table in the kitchen throughout the episode and has remained there.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was first seen on the kitchen dining table (IMG 5) and its latest object entry still places it there at t=60s (IMG 23).","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll first appears on the kitchen dining table (IMG 6). Its latest recorded location at t=360s is the living room dining table.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior conversation history or memory of earlier turns provided in the episode to determine where the paper towel roll was located just before its last move.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The paper towel is currently on the toilet in the bathroom, but its location immediately before the last move cannot be determined from the available memory.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The paper towel roll is now on the toilet in the bathroom, but no earlier location is shown, so I cannot determine where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The query asks for the previous location of the paper towel roll, but there is no record or memory of where the paper towel was located prior to its current position on the toilet.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The paper towel roll is currently on the toilet in the bathroom, but the episode record does not state where it was before its last move.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"A roll is visible on the toilet in the bathroom, but the episode record does not establish where the paper towel roll was just before its last move.","selections":[],"abstain":true} |
| frames-uniform | ✗ paper towel 지금 bathroom/toilet → 원래 living room/floor 원문```json
{"reasoning": "The paper towel roll is currently resting on the toilet in the bathroom. Prior to this, it was seen lying on the floor in the living room.",
"selections": [{"category": "paper towel",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "floor"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 living room/floor 원문{"reasoning":"The paper towel roll is currently on the toilet in the bathroom. Immediately before its last move, it was on the living room floor.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"floor"}}],"abstain":false} | ✗ paper towel 지금 bathroom/toilet → 원래 living room/floor 원문{"reasoning":"The paper towel roll is now on the bathroom toilet. Just before its last move, it was on the living room floor beside the dresser.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"floor"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll (category 'paper towel') was located on the dining table in the kitchen and has not been moved throughout the episode, so its current and previous location is on the dining table in the kitchen.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll is currently on the bathroom toilet. Immediately before its last move, it was on the kitchen dining table.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was on the kitchen dining table, and no move of it was recorded. The roll beside the pencil on the toilet is toilet tissue, not the paper towel roll.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | 기권 (없음) 원문```json
{"reasoning": "The paper towel roll is seen on the toilet in the bathroom at the end of the episode, but it was not observed anywhere earlier in memory, so its prior location cannot be determined.",
"selections": [],
"abstain": true}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The paper towel roll is currently on the toilet in the bathroom. Immediately before its last move, it was on the dining table in the living room.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The paper towel roll is now on the bathroom toilet. Just before its last move, it was on the dining table in the living room.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll is located on the dining table in the kitchen, where it has remained since the start.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The latest paper towel entry places it on the kitchen dining table at t=60s (IMG 22/23). Its PREV-HOP location was also the kitchen dining table at t=30s (IMG 18).","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll's latest recorded location is the living room dining table (IMG 134, t=360s). Just before that change, it was on the kitchen dining table (IMG 26, t=60s). The roll in the current bathroom view is toilet tissue.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The bottle is currently on the toilet in the bathroom. With no prior movement recorded, its original location is also on the toilet in the bathroom.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The bottle is currently on the toilet in the bathroom, but no earlier view or action history establishes where it first was.","selections":[],"abstain":true} | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The bottle is visible on the toilet tank in the bathroom, which is also its first observed location.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} |
| textlog (oracle) | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The green bottle is visible on the toilet tank in the bathroom and was never moved during the episode, so its current and original locations are both the toilet in the bathroom.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not mention a bottle, so its first location and current location cannot be determined reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"A bottle is visible on the toilet in the bathroom, but the episode does not establish where it first was, so its original location cannot be determined.","selections":[],"abstain":true} |
| frames-uniform | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The bottle is located on the toilet tank in the bathroom, where it has remained throughout the episode.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ bottle 지금 bathroom/toilet → 원래 living room/floor 원문{"reasoning":"The bottle is now on the toilet in the bathroom. Before it was moved, it was lying on the living room floor near the cabinet.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"floor"}}],"abstain":false} | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The bottle is on the bathroom toilet tank, and no move of the bottle is shown during the episode, so its original location is the same.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The bottle is currently located on the toilet tank in the bathroom, which is also where it was originally observed.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The bottle is currently on the bathroom toilet tank and was first observed there.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The bottle in the current view is the tall green bottle on the toilet tank. It was observed there and was not moved during the episode.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} |
| vis-pure (MemER) | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The green bottle is currently on the toilet in the bathroom. It has not moved during the episode, so its original location is also on the toilet in the bathroom.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ bottle 지금 bathroom/sink → 원래 kitchen/dining table 원문{"reasoning":"The bottle is currently on the bathroom sink; it first appeared on the kitchen dining table.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"sink"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ bottle 지금 living room/dining table → 원래 bedroom/desk 원문{"reasoning":"The bottle was first on the bedroom desk, later appeared on the bedroom dresser, and was last seen on the living room dining table. The final move to the toilet involved the pen, not the bottle.","selections":[{"category":"bottle","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ bottle 지금 bathroom/toilet → 원래 kitchen/dining table 원문```json
{
"reasoning": "The bottle is currently located in the bathroom on the toilet. According to the timeline and early observations at t=0s, it first was located in the kitchen on the dining table.",
"selections": [
{
"category": "bottle",
"now": {
"room": "bathroom",
"surface": "toilet"
},
"original": {
"room": "kitchen",
"surface": "dining table"
}
}
],
"abstain": false
}
``` | ✗ bottle 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The bottle is currently on the bathroom toilet (IMG 196). Its earliest recorded location was the kitchen dining table (IMG 2).","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ bottle 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The bottle was first recorded on the kitchen dining table (IMG 0). Its latest location is on the bathroom toilet tank (IMG 240 and the current view).","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There are no previous memory observations provided in the conversation history to determine where the bottle was located before.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current view alone does not reveal where the bottle was just before its last move.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The bottle is currently on the bathroom toilet tank, but no earlier location is available to determine where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The green bottle is visible on the toilet in the bathroom in the current image, but it was not mentioned or observed in any prior logs or events during the episode. Therefore, its previous location cannot be determined from memory.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not describe any move of a bottle, so its current and immediately previous locations cannot be determined reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"A bottle appears to be on the toilet in the bathroom, but the episode contains no record of its previous location, so I cannot determine where to return it.","selections":[],"abstain":true} |
| frames-uniform | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The bottle is located on top of the toilet tank in the bathroom, where it has remained throughout the episode.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ bottle 지금 bathroom/sink → 원래 living room/floor 원문{"reasoning":"The bottle is now on the bathroom sink. Immediately before its last move, it was on the living room floor near the TV stand.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"sink"},"original":{"room":"living room","surface":"floor"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The bottle is now on the bathroom toilet tank, but the snapshots do not establish where it was just before its last move.","selections":[],"abstain":true} |
| rf-v3 (MEM) | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The bottle is currently located on the toilet in the bathroom, where it has remained since the robot observed it there.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"Multiple bottles are present, and the memory does not record any bottle being moved or its location immediately before a last move, so the requested bottle and original surface cannot be determined reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The memory mentions several bottles but records no bottle being moved, so I cannot identify the intended bottle or where it was just before its last move.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The green bottle is located on the toilet tank in the bathroom and has remained there throughout the episode.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ bottle 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The bottle is currently lying on the toilet in the bathroom. Just before its last move, it was on the dining table in the living room.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ bottle 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The bottle was last on the living room dining table before being moved to the bathroom toilet, where it is now.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ bottle 지금 bathroom/toilet → 원래 living room/dining table 원문```json
{"reasoning": "The bottle is currently located in the bathroom on the toilet. Looking at the history, prior to being found in the bathroom, it was last seen on the dining table in the living room.",
"selections": [{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The bottle is currently on the bathroom toilet (IMG 196), and just before its latest recorded move it was also on the bathroom toilet (IMG 194).","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} | ✗ bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The bottle is on the bathroom toilet tank in IMG 240 and the current view. IMG 235 also places it on the bathroom toilet just before, matching the recorded previous location.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There are no previous turns/memory provided to determine the current location of the remote control or the original locations of the remote control and the pen.",
"selections": [],
"abstain": true}
``` | ✗ remote control 지금 bathroom/washing machine → 원래 living room/coffee table pen 지금 bathroom/toilet → 원래 bedroom/desk 원문{"reasoning":"The remote control is currently on the washing machine in the bathroom and first appeared on the coffee table in the living room. The pen is currently on the toilet in the bathroom and first appeared on the desk in the bedroom.","selections":[{"category":"remote control","now":{"room":"bathroom","surface":"washing machine"},"original":{"room":"living room","surface":"coffee table"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current bathroom view is available; no earlier observations establish where the remote control or pen first was. Their requested original locations cannot be determined.","selections":[],"abstain":true} |
| textlog (oracle) | 방만 remote control 지금 bedroom/dresser → 원래 bedroom/coffee table pen 지금 bathroom/toilet → 원래 living room/dining table 원문```json
{"reasoning": "The remote control was moved from the side table (coffee table) in the bedroom to the dresser in the bedroom. The pen was moved from the dining table in the living room to the toilet in the bathroom, where it currently sits.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "coffee table"}},
{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | 방만 remote control 지금 bedroom/dresser → 원래 bedroom/desk pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The remote control is now on the bedroom dresser and was first on the bedroom side table, categorized as a desk. The pen is now on the bathroom toilet and was first on the living-room dining table.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"desk"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 방만 remote control 지금 bedroom/dresser → 원래 bedroom/coffee table pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The remote control is on the bedroom dresser and first rested on the bedroom side table, represented as a coffee table. The pen is on the bathroom toilet and first rested on the living room dining table.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"coffee table"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| frames-uniform | ✗ remote control 지금 bedroom/dresser → 원래 bedroom/dresser pen 지금 bathroom/toilet → 원래 living room/floor 원문```json
{"reasoning": "The remote control was seen on the white dresser in the bedroom and remained there. The red pen was first seen on the floor in the living room and ended up on the toilet in the bathroom.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "dresser"}},
{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "floor"}}],
"abstain": false}
``` | ✗ remote control 지금 bathroom/toilet → 원래 living room/tv stand pen 지금 living room/floor → 원래 kitchen/dining table 원문{"reasoning":"The remote control was first on the living-room TV stand and is now on the bathroom toilet. The pen was first on the kitchen dining table and is now on the living-room floor.","selections":[{"category":"remote control","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"tv stand"}},{"category":"pen","now":{"room":"living room","surface":"floor"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ remote control 지금 living room/dresser → 원래 kitchen/dining table pen 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The remote control was first on the kitchen dining table, was moved through the bedroom, and was last placed on the living room dresser. The pen was taken from the kitchen dining table and placed on the bathroom toilet, where it is visible now.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dresser"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ remote control 지금 kitchen/dining table → 원래 kitchen/dining table pen 지금 bathroom/toilet → 원래 kitchen/dining table 원문```json
{"reasoning": "The remote control was on the dining table in the kitchen and has not been moved, so its current and original locations are both the kitchen dining table. The pen was originally on the dining table in the kitchen before being picked up and placed onto the toilet in the bathroom, where it currently rests.",
"selections": [{"category": "remote control",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/desk → 원래 living room/desk pen 지금 bathroom/toilet → 원래 living room/desk 원문{"reasoning":"The remote control remained on the living-room desk, so its current and first locations are the same. The pen was moved from the living-room desk to the bathroom toilet.","selections":[{"category":"remote control","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | 방만 remote control 지금 bedroom/dresser → 원래 bedroom/dresser pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The remote control was moved from the small white bedroom dresser into the upper-right drawer of the dark bedroom dresser. The requested pen is the red writing instrument described in memory as a pencil; it was moved from the living-room dining table to the bathroom toilet lid.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ remote control 지금 bedroom/dresser → 원래 bedroom/dresser pen 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The remote control was first seen on a white dresser in the bedroom at t=270.0s and was moved to the black dresser in the bedroom at t=290.0s. The pen is seen on the toilet in the bathroom in the final view, where it was first encountered.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "dresser"}},
{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ remote control 지금 bathroom/toilet → 원래 bedroom/dresser pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The remote control was first on the bedroom dresser before later appearing on the living-room dining table and ending on the bathroom toilet. The pen was first on the living-room dining table and is now also on the bathroom toilet.","selections":[{"category":"remote control","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 방만 remote control 지금 bedroom/dresser → 원래 bedroom/desk pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The remote control was first on the white desk in the bedroom and was moved to the bedroom dresser. The pen was first on the living room dining table and is now on the bathroom toilet.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"desk"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ remote control 지금 living room/dining table → 원래 bedroom/dresser pen 지금 bathroom/toilet → 원래 living room/dining table 원문```json
{"reasoning": "The remote control was first seen on the dresser in the bedroom and is currently on the dining table in the living room. The pen was first seen on the dining table in the living room and was moved to the toilet in the bathroom, where it currently remains.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dresser"}},
{"category": "pen",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/desk → 원래 bedroom/dresser pen 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The remote control is currently on the living room desk (IMG 170); its first tracked location was a bedroom dresser. The pen is currently on the bathroom toilet (IMG 196); its first tracked location was the kitchen dining table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ remote control 지금 living room/dresser → 원래 living room/dresser pen 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The remote control was picked up from the white living-room dresser at t=240s and carried to the dark living-room dresser, where the drawer was closed at t=300s. The pen was picked up from the living-room dining table (IMG 195) and placed on the bathroom toilet lid (IMG 240 and the current view).","selections":[{"category":"remote control","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"dresser"}},{"category":"pen","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{
"reasoning": "There are no previous observations or memory turns provided in this episode to determine where the paper towel and bottle originally were located before their current positions.",
"selections": [],
"abstain": true
}
``` | 기권 (없음) 원문{"reasoning":"The current view shows the paper towel roll and bottle in the bathroom, but no earlier view or action history establishes where either object first was.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The current image shows the roll and bottle in the bathroom by the toilet, but no earlier observations establish where either object first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✗ paper towel 지금 bathroom/toilet → 원래 bathroom/toilet bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "Neither the paper towel nor the bottle was moved during the episode. Both are visible on the toilet in the bathroom, where they have been since the start.",
"selections": [{"category": "paper towel",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}},
{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 bathroom/toilet bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"Neither object was moved during the episode. In the current bathroom view, both the paper towel roll and the bottle are on the toilet, so their current and first locations are the same.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}},{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode record does not establish the original locations of the paper towel roll or the bottle, so I cannot reliably determine where to return them.","selections":[],"abstain":true} |
| frames-uniform | ✗ paper towel 지금 bathroom/toilet → 원래 living room/floor bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "The paper towel roll is currently on the toilet in the bathroom, having originated on the floor in the living room. The bottle is on the toilet in the bathroom, where it has been throughout the episode.",
"selections": [{"category": "paper towel",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "floor"}},
{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 living room/floor bottle 지금 bathroom/toilet → 원래 living room/floor 원문{"reasoning":"The paper towel roll and bottle are now on the toilet in the bathroom. Earlier, both were on the living room floor before being moved to the bathroom.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"floor"}},{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"floor"}}],"abstain":false} | ✗ paper towel 지금 bathroom/toilet → 원래 bathroom/toilet bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문{"reasoning":"The paper towel roll is on the toilet lid and the bottle is on the toilet tank in the bathroom. Neither was moved during the episode, so their original locations are the same.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}},{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table bottle 지금 bathroom/toilet → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll was on the dining table in the kitchen from the start and did not move. The bottle was originally on the dining table in the kitchen, but was later found on the toilet in the bathroom.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table bottle 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll and the bottle are currently on the kitchen dining table, which is also where each was first observed.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"bottle","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table bottle 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll and bottle were first recorded on the kitchen dining table, and no subsequent move of either is recorded.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"bottle","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ paper towel 지금 bathroom/toilet → 원래 bathroom/toilet bottle 지금 bathroom/toilet → 원래 bathroom/toilet 원문```json
{"reasoning": "Both the paper towel roll and the bottle are currently in the bathroom on the toilet, which is also their original observed location.",
"selections": [{"category": "paper towel",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}},
{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bathroom", "surface": "toilet"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 living room/dining table bottle 지금 bathroom/toilet → 원래 kitchen/countertop 원문{"reasoning":"The paper towel roll is now on the bathroom toilet and first appeared on the living room dining table. The bottle is now on the bathroom toilet and was first on the kitchen countertop.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}},{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ paper towel 지금 bedroom/dresser → 원래 bedroom/desk bottle 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was moved from the bedroom desk to the bedroom dresser. The bottle was on the kitchen dining table, and no later move of it was shown.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"desk"}},{"category":"bottle","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table bottle 지금 bathroom/toilet → 원래 kitchen/countertop 원문```json
{"reasoning": "The bottle is currently located on the toilet in the bathroom (visible on the tank in IMG 87, IMG 89) and was first seen on the kitchen countertop at t=0s (IMG 2). The paper towel was seen on the dining table in the kitchen (IMG 10) and has remained there.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "bottle",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ paper towel 지금 bathroom/toilet → 원래 kitchen/dining table bottle 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The current view shows the paper towel roll and bottle on the bathroom toilet. Their earliest recorded locations were on the kitchen dining table.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 bathroom/toilet → 원래 kitchen/dining table bottle 지금 bathroom/toilet → 원래 kitchen/dining table 원문{"reasoning":"The earliest entries (IMG 0 and IMG 6) locate the paper towel roll and bottle on the kitchen dining table. IMG 240 and the current view show the roll on the toilet lid and the green bottle on the toilet tank.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"bottle","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |























| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ vase 지금 living room/tv stand → 원래 living room/tv stand 원문```json
{"reasoning": "The vase (yellow object on the lower level of the TV stand) is currently in the living room on the TV stand, which is also where it was first observed.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "living room", "surface": "tv stand"}}],
"abstain": false}
``` | ✗ vase 지금 living room/tv stand → 원래 living room/tv stand 원문{"reasoning":"The vase is currently on the TV stand in the living room, which is also where it first appeared.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The available view does not establish the vase's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 방만 vase 지금 living room/tv stand → 원래 bedroom/dresser 원문```json
{
"reasoning": "The vase was initially on the side table (dresser) in the bedroom, then moved to the kitchen chair, and finally placed on the tv stand in the living room.",
"selections": [
{
"category": "vase",
"now": {
"room": "living room",
"surface": "tv stand"
},
"original": {
"room": "bedroom",
"surface": "dresser"
}
}
],
"abstain": false
}
``` | 방만 vase 지금 living room/tv stand → 원래 bedroom/dresser 원문{"reasoning":"The vase was first on the side table in the bedroom, then moved to a kitchen chair, and finally to the living-room TV stand. The bedroom side table is categorized as a dresser.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 방만 vase 지금 living room/tv stand → 원래 bedroom/dresser 원문{"reasoning":"The vase first rested on the bedroom side table (dresser). It was moved to the kitchen chair and then to the living room tv stand, where it is now.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| frames-uniform | ✓ vase 지금 living room/tv stand → 원래 bedroom/desk 원문```json
{"reasoning": "The yellow vase was initially located on the desk in the bedroom (visible at t=0.0s and t=132.7s). The robot transported it and placed it on the lower tier of the tv stand in the living room (visible at t=464.3s).",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | 방만 vase 지금 living room/shelf → 원래 bedroom/desk 원문{"reasoning":"The vase was first on the black desk in the bedroom. It is now on the black shelf in the living room.","selections":[{"category":"vase","now":{"room":"living room","surface":"shelf"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | R2 ✓ vase 지금 living room/tv stand → 원래 bedroom/desk 원문{"reasoning":"The yellow vase was first on the bedroom desk. It was moved through the kitchen and is now on the living room TV stand.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ vase 지금 living room/floor → 원래 living room/floor 원문```json
{"reasoning": "The knocked-over white vase was observed resting on the floor in the dining area (living room) and was never moved during the episode. Therefore, both its current and original locations are on the floor in the living room.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "floor"},
"original": {"room": "living room", "surface": "floor"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not identify the vase’s current location or where it first was, so both required locations cannot be determined reliably.","selections":[],"abstain":true} | ✗ vase 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The white vase was on the kitchen dining table and was not moved during the episode, so it remains where it first was.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문```json
{"reasoning": "The vase was originally standing on the dining table in the kitchen, as seen at t=220.0s. By t=380.0s, it had fallen onto the floor in the kitchen, where it remains.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "floor"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ vase 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The vase was moved from the kitchen dining table and is now on the living room TV stand.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문{"reasoning":"The white vase first stood on the kitchen dining table. It later fell beside the dining chair and is now on the kitchen floor.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"floor"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문```json
{"reasoning": "The vase was originally on the dining table in the kitchen, but fell onto the floor in the kitchen as seen at t=360s (IMG 45, IMG 47) and recorded in the timeline.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "floor"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ vase 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The vase was first seen on the kitchen dining table (IMG 43), and its latest recorded location is again on the kitchen dining table (IMG 109).","selections":[{"category":"vase","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문{"reasoning":"IMG 136 shows the vase lying on the kitchen floor beside the dining chair. Its original location was the kitchen dining table (IMG 121); the brown ornament in IMG 3 is a statue, not the vase.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"floor"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No prior memory or history of the episode was provided, making it impossible to determine where the vase was located just before.",
"selections": [],
"abstain": true}
``` | ✗ vase 지금 living room/tv stand → 원래 living room/tv stand 원문{"reasoning":"The vase is currently on the TV stand in the living room, which is also where it was immediately before being picked up.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; I cannot determine where the vase was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ vase 지금 living room/tv stand → 원래 kitchen/chair 원문```json
{"reasoning": "The vase was most recently placed on the tv stand in the living room during the 330s–464s action, having been picked up from the chair in the kitchen just before.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "kitchen", "surface": "chair"}}],
"abstain": false}
``` | ✓ vase 지금 living room/tv stand → 원래 kitchen/chair 원문{"reasoning":"The vase is now on the living room tv stand. Just before its last move, it was on the kitchen chair.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} | ✓ vase 지금 living room/tv stand → 원래 kitchen/chair 원문{"reasoning":"The vase was last moved from the kitchen chair to the living room tv stand, so its location just before that move was the kitchen chair.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} |
| frames-uniform | ✗ vase 지금 living room/tv stand → 원래 bedroom/desk 원문```json
{"reasoning": "The vase was originally on the desk in the bedroom. The robot picked it up and placed it on the TV stand in the living room.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | 방만 vase 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The vase is now on the TV stand in the living room. Immediately before its last move, it was on the dining table in the kitchen.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 방만 vase 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The vase was moved from the bedroom desk to the kitchen dining table, then to the living room tv stand. Just before its last move, it was on the kitchen dining table.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문```json
{"reasoning": "The white vase was knocked over onto the floor from the dining table in the kitchen area.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "floor"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not record the vase’s current location or where it was immediately before its last move, and the current view does not resolve both locations reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The vase was last observed on the kitchen dining table, but no move of the vase is recorded, so I cannot determine where it was just before its last move.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문```json
{"reasoning": "At t=380.0s, the white vase was knocked over and is lying on the floor next to the dining table in the kitchen. Prior to falling, it was resting on the dining table in the kitchen.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "floor"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문{"reasoning":"The vase is now lying on the kitchen floor beside the dining area; immediately before its last move, it was on the kitchen dining table.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"floor"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✓ vase 지금 living room/tv stand → 원래 kitchen/chair 원문{"reasoning":"The yellow vase was moved from the kitchen chair to the living room TV stand. The chair was its location just before its last move.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} |
| tagmem (ours) | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문```json
{"reasoning": "At t=360s, a vase was observed fallen on the floor in the kitchen near the dining table, having previously been on the dining table.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "floor"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ vase 지금 kitchen/dining table → 원래 kitchen/floor 원문{"reasoning":"The vase was most recently on the kitchen dining table (IMG 109). Just before that last move, it was on the kitchen floor (IMG 105).","selections":[{"category":"vase","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"floor"}}],"abstain":false} | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table 원문{"reasoning":"IMG 136 shows the vase lying on the kitchen floor. Before its last move, it was on the kitchen dining table, as recorded in IMG 121 and the vase's previous-hop entry.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"floor"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior observation or memory of the mug in the episode history, and it is not visible in the current view to determine its current or original location.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The mug’s original location cannot be determined from the available episode memory.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available memory does not establish where the mug is now or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ mug 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "Mug #2 was moved from the kitchen countertop to the dining table in the living room (an earlier attempt to move mug #1 failed, leaving only mug #2 moved). Thus, the mug is now on the dining table in the living room and its first location was the countertop in the kitchen.",
"selections": [{"category": "mug",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"Mug #2 was moved from the kitchen countertop to the living room dining table, so it is now on the dining table and should be returned to its first location, the countertop.","selections":[{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"Mug #2 was moved from the kitchen countertop to the living room dining table. The attempted move of mug #1 failed, so the mug to return is mug #2.","selections":[{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ mug 지금 bedroom/coffee table → 원래 bedroom/desk 원문```json
{"reasoning": "The mug started on the desk in the bedroom, was moved by the robot, and was placed onto the coffee table in the bedroom.",
"selections": [{"category": "mug",
"now": {"room": "bedroom", "surface": "coffee table"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 kitchen/countertop → 원래 bedroom/desk 원문{"reasoning":"The mug first appeared on the black desk in the bedroom. It was later moved to the kitchen and is now on the countertop beside the microwave.","selections":[{"category":"mug","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✓ mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The mug was picked up from the kitchen countertop and placed on the white dining table in the living room, where it remains.","selections":[{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | 방만 mug 지금 living room/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The robot moved the mug (referred to as cup in the observation) from the kitchen countertop to the white desk in the living room. Its original location where it first was is the kitchen countertop, and its current location is the living room desk.",
"selections": [{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/dining table → 원래 bedroom/desk 원문{"reasoning":"The mug was moved from the black desk to the round dining table, so it is now on the dining table and first was on the desk.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Two mugs were moved: one from the bedroom desk to the bedroom dining table, and another from the kitchen countertop to the living room desk. The query does not distinguish which mug to return.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ mug 지금 kitchen/countertop → 원래 bedroom/desk 원문```json
{"reasoning": "The white mug was initially located on the desk in the bedroom (t=20.0s). It was moved to the round table, and later the robot transported it to the kitchen and placed it on the countertop (t=260.0s), where it currently remains.",
"selections": [{"category": "mug",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/desk → 원래 living room/coffee table 원문{"reasoning":"The mug was first seen on the small coffee table in the living room. It was later moved through the kitchen and was last placed on the desk in the bedroom, where it remains now.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"living room","surface":"coffee table"}}],"abstain":false} | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The mug first rested on the black desk in the bedroom. It was subsequently moved and last placed on the white desk in the living room.","selections":[{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문```json
{"reasoning": "According to the memory timeline, the mug was originally on the desk in the bedroom at t=0s. It was last seen at t=420s on the desk in the living room.",
"selections": [{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The mug is currently on the living room desk (latest mug observation: IMG 121). It was first located on the bedroom desk at t=0s.","selections":[{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The mug was first recorded on the bedroom desk at t=0s (IMG 1). Its latest placement is on the white desk in the living room, where it remains in IMG 113.","selections":[{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No prior memory turns or episode history are available to determine the current or initial locations of the vase and mug.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current image alone does not provide enough history to determine where the vase and mug first were.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the current or first locations of the vase and mug, and no earlier episode observations are available.","selections":[],"abstain":true} |
| textlog (oracle) | 방만 vase 지금 living room/tv stand → 원래 bedroom/desk mug 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The vase was moved from the side table (desk) in the bedroom to the chair in the kitchen, and finally to the tv stand in the living room. Its original location was the desk in the bedroom, and its current location is the tv stand in the living room. Mug #2 was moved from the countertop in the kitchen to the dining table in the living room (mug #1's move failed), so its current location is the dining table in the living room and its original location is the countertop in the kitchen.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "desk"}},
{"category": "mug",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 방만 vase 지금 living room/tv stand → 원래 bedroom/dresser mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The vase was first on the bedroom side table (categorized as a dresser) and is now on the living-room tv stand. The moved mug is now on the living-room dining table and was first on the kitchen countertop.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 기권 mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The vase is now on the living room tv stand and first was on a bedroom side table, but side table is not an allowed surface and its corresponding listed type cannot be determined. The moved mug (#2) is now on the living room dining table and first was on the kitchen countertop; mug #1 never moved.","selections":[{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":true} |
| frames-uniform | ✗ vase 지금 living room/tv stand → 원래 bedroom/desk mug 지금 bedroom/coffee table → 원래 bedroom/desk 원문```json
{
"reasoning": "The vase was initially on the black desk in the bedroom, moved by the robot, and placed on the tv stand in the living room. The mug was also initially on the desk in the bedroom and was moved to the small coffee table in the bedroom.",
"selections": [
{
"category": "vase",
"now": {
"room": "living room",
"surface": "tv stand"
},
"original": {
"room": "bedroom",
"surface": "desk"
}
},
{
"category": "mug",
"now": {
"room": "bedroom",
"surface": "coffee table"
},
"original": {
"room": "bedroom",
"surface": "desk"
}
}
],
"abstain": false
}
``` | ✗ vase 지금 living room/shelf → 원래 bedroom/desk mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The vase was first on the bedroom desk and is now on the living-room shelf. The mug was first on the bedroom desk and is now on the living-room desk.","selections":[{"category":"vase","now":{"room":"living room","surface":"shelf"},"original":{"room":"bedroom","surface":"desk"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ vase 지금 living room/tv stand → 원래 bedroom/desk mug 지금 living room/dining table → 원래 bedroom/desk 원문{"reasoning":"The vase and mug both first appeared on the bedroom desk. The vase is now on the living room tv stand, and the mug is on the living room dining table.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"desk"}},{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The memory mentions a vase (on the floor) and cups, but there is no mention of a mug anywhere in the house. Therefore, it is impossible to determine where the mug is now or where it first was.",
"selections": [],
"abstain": true}
``` | ✗ vase 지금 living room/shelf → 원래 bedroom/dining table mug 지금 bedroom/dining table → 원래 bedroom/desk 원문{"reasoning":"The vase is now on the black shelf in the living room and was first on the rectangular dining table in the bedroom. The mug is now on the round dining table in the bedroom and was first on the black desk there.","selections":[{"category":"vase","now":{"room":"living room","surface":"shelf"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"mug","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ vase 지금 kitchen/dining table → 원래 kitchen/dining table mug 지금 living room/desk → 원래 kitchen/countertop 원문{"reasoning":"The vase remained on the kitchen dining table. The most recently moved mug is now on the living-room desk; it first stood on the kitchen countertop beside the red microwaveoven.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| vis-pure (MemER) | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table mug 지금 living room/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The vase was originally on the dining table in the kitchen, but fell onto the floor where it is now. The mug was originally on the black desk in the bedroom, and was moved to the white desk in the living room.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "floor"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ vase 지금 bedroom/dresser → 원래 kitchen/dining table mug 지금 bedroom/desk → 원래 living room/coffee table 원문{"reasoning":"The vase was first on the kitchen dining table and is now on the bedroom dresser. The mug first appeared on the living-room coffee table, was later moved through the kitchen, and is now on the bedroom desk.","selections":[{"category":"vase","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"living room","surface":"coffee table"}}],"abstain":false} | ✗ vase 지금 living room/tv stand → 원래 bedroom/desk mug 지금 living room/dining table → 원래 bedroom/desk 원문{"reasoning":"The vase and mug both first rested on the bedroom desk. The vase was moved via a kitchen chair and dining table to the living-room TV stand. The mug was moved via the round table and kitchen countertop to the white dining table in the living room.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"desk"}},{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ vase 지금 kitchen/floor → 원래 kitchen/dining table mug 지금 living room/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The vase was originally on the kitchen dining table before falling to the kitchen floor, where it currently lies. The mug was initially on the bedroom desk (t=0s), later moved, and is currently resting on the living room desk (seen at t=420s).",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "floor"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ vase 지금 kitchen/dining table → 원래 kitchen/dining table mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The vase was first seen and is most recently located on the kitchen dining table (IMG 109). The mug is currently on the living room desk (IMG 121), and its first location was the bedroom desk.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ vase 지금 kitchen/floor → 원래 bedroom/dresser mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The vase is on the kitchen floor in IMG 136; its earliest recorded location is the bedroom cabinet (IMG 3), mapped to dresser. The mug is on the living-room desk in IMG 113; it first appeared on the bedroom desk in IMG 1.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"floor"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |

































| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "The requested object (vase) is not present in the current view or memory history.",
"selections": [],
"abstain": true}
``` | ✗ vase 지금 living room/desk → 원래 living room/desk 원문{"reasoning":"The vase is currently on the desk, and no earlier move is shown, so its first location was the same desk in the living room.","selections":[{"category":"vase","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; the vase's first location cannot be determined.","selections":[],"abstain":true} |
| textlog (oracle) | 방만 vase 지금 living room/tv stand → 원래 bedroom/dresser 원문```json
{"reasoning": "The vase was initially on the side table (dresser) in the bedroom before being moved to the kitchen countertop and finally placed on the tv stand in the living room.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | 방만 vase 지금 living room/tv stand → 원래 bedroom/dresser 원문{"reasoning":"The vase was last moved to the living room tv stand. It first appeared on the bedroom side table, represented by the available surface category 'dresser'.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The vase is now on the living room tv stand. It first stood on a bedroom side table, but side table is not an allowed surface and the record does not establish an equivalent allowed surface.","selections":[],"abstain":true} |
| frames-uniform | ✓ vase 지금 living room/tv stand → 원래 bedroom/desk 원문```json
{"reasoning": "The vase was first seen on the desk in the bedroom at t=0.0s. It was later picked up from the kitchen countertop and placed onto the tv stand in the living room at t=279.4s, where it remains.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ vase 지금 bedroom/desk → 원래 bedroom/dresser 원문{"reasoning":"The vase is currently on the white desk. It first appeared on the dresser in the bedroom.","selections":[{"category":"vase","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 방만 vase 지금 living room/shelf → 원래 bedroom/desk 원문{"reasoning":"The vase was first on the bedroom desk, then moved to the kitchen countertop and finally to the living room shelf.","selections":[{"category":"vase","now":{"room":"living room","surface":"shelf"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The memory summary does not contain any mention of a vase, so its location cannot be determined.",
"selections": [],
"abstain": true}
``` | ✗ vase 지금 living room/desk → 원래 living room/desk 원문{"reasoning":"The vase is on the white desk in the adjoining living room and was not moved during the episode, so its first location is the same desk.","selections":[{"category":"vase","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The memory does not identify a vase or its initial location, and the current view does not establish both locations.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✓ vase 지금 living room/tv stand → 원래 bedroom/desk 원문```json
{"reasoning": "The vase (yellow round vase) was originally located on the desk in the bedroom at the beginning of the episode. It was later moved to the tv stand in the living room, where it currently remains.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | 방만 vase 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The vase is now on the white desk in the living room. It first appeared on the black desk in the bedroom.","selections":[{"category":"vase","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | R2 ✓ vase 지금 living room/tv stand → 원래 bedroom/desk 원문{"reasoning":"The yellow vase was first on the black desk in the bedroom. It was moved to the kitchen countertop and then to the black TV stand in the living room, where it remains.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | 기권 (없음) 원문```json
{"reasoning": "There is no record or visual evidence of a vase being interacted with or located in the house in memory.",
"selections": [],
"abstain": true}
``` | ✗ vase 지금 bedroom/desk → 원래 bedroom/dresser 원문{"reasoning":"The vase is currently on the bedroom desk in the final view; it was first seen on the bedroom dresser (IMG 3).","selections":[{"category":"vase","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 방만 vase 지금 living room/desk → 원래 bedroom/dresser 원문{"reasoning":"The brown vase first appears on the bedroom dresser in IMG 32. The same object is now on the living room desk in IMG 150 and the current view.","selections":[{"category":"vase","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ mug 지금 living room/desk → 원래 living room/desk 원문```json
{"reasoning": "The mug is currently located on the desk in the living room. As no prior movement was recorded, its original location is the same surface.",
"selections": [{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The mug is currently resting on the desk, and no earlier move is shown, so its first location is the same desk in the bedroom.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ mug 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The mug is on the desk in the bedroom. No move is shown, so its current location is also its first location.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| textlog (oracle) | ✓ mug 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The robot is currently facing mug #2 on the dining table in the living room, which was moved from the kitchen countertop earlier in the episode.",
"selections": [{"category": "mug",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The mug currently visible is mug #2, which was moved from the kitchen countertop to the living room dining table. Its first recorded location was the kitchen countertop.","selections":[{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"Mug #2 was successfully moved from the kitchen countertop to the living room dining table. The attempted move of mug #1 failed.","selections":[{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ mug 지금 living room/desk → 원래 living room/cart 원문```json
{"reasoning": "At t=335.4s, the robot picked up the mug from the cart in the living room, and by t=391.2s it placed the mug onto the desk in the living room. Therefore, the mug is now on the desk in the living room, and its original location was on the cart in the living room.",
"selections": [{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "living room", "surface": "cart"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The mug is currently on a desk in the bedroom. It first appeared on a desk in the bedroom.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The mug first rested on the black desk in the bedroom. It was moved to the round table and later to the white desk in the living room, where it is now.","selections":[{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ mug 지금 bedroom/coffee table → 원래 bedroom/desk 원문```json
{"reasoning": "The mug was originally on the desk in the bedroom before the robot moved it onto the coffee table in the bedroom.",
"selections": [{"category": "mug",
"now": {"room": "bedroom", "surface": "coffee table"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/dining table → 원래 bedroom/desk 원문{"reasoning":"The mug is now on the dining table after being moved there from its first location, the black desk in the bedroom.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ mug 지금 bedroom/coffee table → 원래 bedroom/desk 원문{"reasoning":"The white mug was first on the bedroom desk and was moved to the small round coffee table beside the CD. It was not moved again; the cup now on the living room desk is a different object.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"coffee table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| vis-pure (MemER) | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The mug is currently on the desk in the living room. At the start of the episode (t=0.0s), it was located on the black desk in the bedroom.",
"selections": [{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/desk → 원래 living room/desk 원문{"reasoning":"The mug is currently on the white desk in the bedroom. It first appeared on the black desk in the living room.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The mug was first seen on the black desk in the bedroom. It is now on the white desk beside the candle and statue in the living room.","selections":[{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The mug is currently located on the desk in the living room (IMG 54). It was originally located on the desk in the bedroom (IMG 13).",
"selections": [{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The mug is currently on the bedroom desk (IMG 126/current view). Its first recorded location was also the bedroom desk (IMG 2).","selections":[{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | 방만 mug 지금 living room/desk → 원래 kitchen/countertop 원문{"reasoning":"The mug now rests on the living room desk (IMG 148 and current view). It first stood on the kitchen countertop beside the red microwave (IMG 113), before being carried to the desk. The earlier bedroom object was a separate cup.","selections":[{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior history or memory provided in this episode to determine the current or original locations of the vase, or the original location of the mug.",
"selections": [],
"abstain": true}
``` | ✗ vase 지금 living room/desk → 원래 living room/desk mug 지금 living room/desk → 원래 living room/desk 원문{"reasoning":"The vase and mug are both currently on the desk, which is also where each was first observed.","selections":[{"category":"vase","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; it does not establish where the vase and mug first were or reliably identify the room. Their original locations cannot be determined.","selections":[],"abstain":true} |
| textlog (oracle) | 방만 vase 지금 living room/tv stand → 원래 bedroom/desk mug 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The vase was moved from the side table (desk) in the bedroom to the kitchen countertop, and finally to the tv stand in the living room; its first location was the desk in the bedroom. Mug #2 was moved from the kitchen countertop to the dining table in the living room, where it is now.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "desk"}},
{"category": "mug",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 방만 vase 지금 living room/tv stand → 원래 bedroom/dresser mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The vase was moved from the bedroom side table (categorized as a dresser) to the kitchen countertop and then to the living-room tv stand. Mug #2 was moved from the kitchen countertop to the living-room dining table; the failed move of mug #1 did not change its location.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 방만 vase 지금 living room/tv stand → 원래 bedroom/dresser mug 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The vase is now on the living-room tv stand and first stood on the bedroom side table, represented here as a dresser. The mug moved successfully was mug #2, now on the living-room dining table; it first stood on the kitchen countertop. The attempted move of mug #1 failed.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"mug","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ vase 지금 living room/tv stand → 원래 bedroom/desk mug 지금 living room/dining table → 원래 bedroom/desk 원문```json
{"reasoning": "The vase was initially on the desk in the bedroom, moved through the kitchen, and was placed on the tv stand in the living room. The mug was initially on the desk in the bedroom, was moved during the episode, and is currently located on the dining table in the living room.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "desk"}},
{"category": "mug",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ vase 지금 bedroom/desk → 원래 bedroom/dresser mug 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The vase was first on the bedroom dresser and is now on the bedroom desk. The mug was first on a bedroom desk and is now on the bedroom desk.","selections":[{"category":"vase","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ vase 지금 living room/shelf → 원래 bedroom/desk mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The vase first sat on the bedroom desk, then moved to the kitchen countertop and finally the living room shelf. The mug also began on the bedroom desk and was later moved to the living room desk, where it is now.","selections":[{"category":"vase","now":{"room":"living room","surface":"shelf"},"original":{"room":"bedroom","surface":"desk"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The memory summary does not mention a vase anywhere in the house, so its initial and current locations cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 mug 지금 bedroom/dining table → 원래 bedroom/desk 원문{"reasoning":"The mug is now on the bedroom dining table and first was on the bedroom desk. The vase’s current and first locations cannot be determined reliably from the episode memory.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":true} | 기권 (없음) 원문{"reasoning":"The mug was first on the bedroom desk and is now on the small round table in the bedroom. However, the memory does not identify a vase or establish its current or original location, so I cannot determine both requested returns.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ vase 지금 living room/tv stand → 원래 bedroom/desk mug 지금 living room/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The vase (yellow object) was initially on the desk in the bedroom at t=0.0s, and was moved to the tv stand in the living room at t=280.0s where it currently remains. The mug was initially on the desk in the bedroom at t=0.0s, and is currently on the desk in the living room.",
"selections": [{"category": "vase",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "desk"}},
{"category": "mug",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ vase 지금 living room/desk → 원래 bedroom/desk mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The vase and mug are currently on the white desk in the living room. Their earliest observed location was the black desk in the bedroom.","selections":[{"category":"vase","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ vase 지금 living room/tv stand → 원래 bedroom/desk mug 지금 living room/desk → 원래 bedroom/desk 원문{"reasoning":"The vase and mug were first on the black desk in the bedroom. The vase was subsequently moved to the living-room TV stand, and the mug is now on the white desk in the living room.","selections":[{"category":"vase","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"desk"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ mug 지금 living room/desk → 원래 bedroom/desk 원문```json
{
"reasoning": "There is no record of a vase in the memory index, so it is excluded. The mug was initially observed on the desk in the bedroom (t=0s, t=60s) and is currently on the desk in the living room (IMG 54, current view).",
"selections": [
{
"category": "mug",
"now": {
"room": "living room",
"surface": "desk"
},
"original": {
"room": "bedroom",
"surface": "desk"
}
}
],
"abstain": false
}
``` | ✗ vase 지금 bedroom/dresser → 원래 bedroom/dresser mug 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The vase was first and last recorded on the bedroom dresser, with no later move. The mug is currently on the bedroom desk in the final view (also IMG 126), and its first recorded location was the bedroom desk (IMG 2).","selections":[{"category":"vase","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ vase 지금 bedroom/dresser → 원래 bedroom/dresser mug 지금 living room/desk → 원래 kitchen/countertop 원문{"reasoning":"The vase was observed on the bedroom dresser and has no recorded move. The mug now rests on the living-room desk (IMG 148); it originally stood on the kitchen countertop before pickup (IMG 113). The bedroom white cup was a separate object.","selections":[{"category":"vase","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"mug","now":{"room":"living room","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |


































| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 방만 butter knife 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The butter knife is currently located on the dining table in the kitchen, where it was originally positioned.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | 방만 butter knife 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The butter knife is currently on the dining table; its first recorded location was also the kitchen dining table.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; I cannot determine where the butter knife first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✗ butter knife 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The butter knife was first located on the countertop in the kitchen before being moved to the dining table in the living room. The failed attempt to move it left it on the dining table in the living room.",
"selections": [{"category": "butter knife",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ butter knife 지금 kitchen/floor → 원래 kitchen/countertop 원문{"reasoning":"The butter knife first rested on the kitchen countertop. The attempted return failed, and it is now lying on the kitchen floor.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"floor"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ butter knife 지금 kitchen/floor → 원래 kitchen/countertop 원문{"reasoning":"The butter knife first rested on the kitchen countertop. After the failed return attempt, the current view shows it on the kitchen floor.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"floor"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ butter knife 지금 living room/desk → 원래 living room/desk 원문```json
{"reasoning": "The butter knife was initially on the desk in the living room (seen being manipulated there at t=86.7s and placed at t=520.2s). It currently remains on the desk in the living room.",
"selections": [{"category": "butter knife",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ butter knife 지금 kitchen/dining table → 원래 living room/dining table 원문{"reasoning":"The butter knife first rested on the dining table in the living room. It is now on the dining table in the kitchen.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ butter knife 지금 kitchen/chair → 원래 bedroom/desk 원문{"reasoning":"The butter knife first rested on the bedroom desk beside the plate. It was later moved to the kitchen chair.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"chair"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | 방만 butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The butter knife was initially picked up from the kitchen countertop and moved to the first dining table, then later moved to the second dining table where it is currently located.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 방만 butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The butter knife was moved from the kitchen countertop to the main dining table. It is now on the dining table and should be returned to the countertop where it first was.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ butter knife 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The butter knife was first on the living room dining table in front of the plate. It was moved into the bedroom dresser drawer, which was then closed, and remains there.","selections":[{"category":"butter knife","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ butter knife 지금 kitchen/dining table → 원래 living room/desk 원문```json
{"reasoning": "At t=90.0s, the butter knife is picked up from the desk in the living room and subsequently placed on the dining table in the kitchen, where it remains at the current frame.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ butter knife 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The butter knife first appeared on the dining table in the living room. It was later moved into the dresser drawer in the bedroom, where it remains now.","selections":[{"category":"butter knife","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ butter knife 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The butter knife was first on the kitchen countertop and was later moved into the bedroom dresser drawer, where it remains.","selections":[{"category":"butter knife","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✗ butter knife 지금 living room/desk → 원래 kitchen/countertop 원문```json
{
"reasoning": "The butter knife was first observed on the kitchen countertop at t=0s. It was moved and last observed on the desk in the living room at t=510s.",
"selections": [
{
"category": "butter knife",
"now": {
"room": "living room",
"surface": "desk"
},
"original": {
"room": "kitchen",
"surface": "countertop"
}
}
],
"abstain": false
}
``` | 방만 butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The butter knife is currently on the kitchen dining table (latest view, IMG 170). Its first recorded location was the kitchen countertop before pickup at t=30s.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 방만 butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The butter knife was first picked up from the kitchen countertop at t=30s. After being moved through the living room, it was brought to the kitchen dining table, its latest recorded location (IMG 204).","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There are no previous memory turns or observations available to determine where the remote control was initially located.",
"selections": [],
"abstain": true}
``` | ✗ remote control 지금 kitchen/chair → 원래 kitchen/chair 원문{"reasoning":"The remote control is currently on a chair in the kitchen, and with no intervening move shown, its first location was that same chair.","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} | ✗ remote control 지금 kitchen/chair → 원래 kitchen/chair 원문{"reasoning":"The remote control is on the yellow chair beside the kitchen dining table. This is also its first observed location; no move is shown.","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} |
| textlog (oracle) | ✓ remote control 지금 bedroom/dresser → 원래 living room/dining table 원문```json
{"reasoning": "The remote control was initially on the dining table in the living room before being moved to the dresser in the bedroom.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✓ remote control 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The remote control was first on the dining table in the living room, then moved to the dresser in the bedroom.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✓ remote control 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The remote control was moved from the living room dining table to a drawer of the bedroom dresser and was not moved again.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| frames-uniform | ✗ remote control 지금 kitchen/chair → 원래 living room/desk 원문```json
{"reasoning": "The remote control was originally located on the desk in the living room (seen at t=86.7s next to the white bowl). It is currently resting on the yellow chair in the kitchen.",
"selections": [{"category": "remote control",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/chair → 원래 living room/armchair 원문{"reasoning":"The remote control is currently on an orange chair by the dining table. It was first located on the black armchair in the living room.","selections":[{"category":"remote control","now":{"room":"living room","surface":"chair"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} | ✗ remote control 지금 kitchen/chair → 원래 living room/armchair 원문{"reasoning":"The remote control was first on the living room armchair. It is now on a kitchen chair beside the dining table.","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ remote control 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The remote control was initially observed on the first dining table in the living room and was not moved during the episode, so its current and original locations are the same.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 bedroom/bed → 원래 bedroom/bed 원문{"reasoning":"The remote control is one of the small electronic items on the bedroom bed, and no move of it was recorded, so its current and first locations are the same.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"bed"}}],"abstain":false} | ✗ remote control 지금 kitchen/chair → 원래 kitchen/chair 원문{"reasoning":"The remote control is the dark rectangular item already on the near orange kitchen chair when the cell phone was placed beside it. It was not moved, so its current and first locations are the same.","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} |
| vis-pure (MemER) | 방만 remote control 지금 bedroom/dresser → 원래 living room/desk 원문```json
{"reasoning": "The remote control was originally seen on the desk in the living room at t=90.0s. It was later moved into the open drawer of the dresser in the bedroom (seen at t=460.0s), where it remains.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ remote control 지금 bedroom/dresser → 원래 bedroom/desk 원문{"reasoning":"The remote control was first on the desk and was later placed in the dresser, where it remains.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ remote control 지금 kitchen/chair → 원래 living room/dining table 원문{"reasoning":"The remote control first appeared on the wooden table in the living room. It was later in the bedroom dresser and is now on a chair beside the kitchen dining table.","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ remote control 지금 kitchen/chair → 원래 living room/dining table 원문```json
{"reasoning": "The remote control is currently on the chair in the kitchen (as observed at t=600s and in the final view). Its first recorded location was on the dining table in the living room (observed at t=90s).",
"selections": [{"category": "remote control",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 kitchen/chair → 원래 living room/dining table 원문{"reasoning":"The current view shows the remote control on a kitchen chair. Its earliest recorded location was the living room dining table at t=60s (IMG 21).","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ remote control 지금 kitchen/chair → 원래 living room/dining table 원문{"reasoning":"The latest view (IMG 219) places the remote control on a kitchen chair. Its earliest recorded location is the living room dining table at 60s (IMG 28).","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{
"reasoning": "The soap bottle (soapdispenser) is currently on the dining table in the kitchen. It was originally located on the countertop in the kitchen.",
"selections": [
{
"category": "soapdispenser",
"now": {
"room": "kitchen",
"surface": "dining table"
},
"original": {
"room": "kitchen",
"surface": "countertop"
}
}
],
"abstain": false
}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle is visible on the dining table in the kitchen. No intervening move is recorded, so its first location is the same place.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The soap bottle is now on the kitchen dining table, but no earlier view establishes where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✗ soapdispenser 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The soap bottle (soapdispenser) is currently on the dining table in the living room. As it was not moved during the recorded episode, its first location is also the dining table in the living room.",
"selections": [{"category": "soapdispenser",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The soap bottle (soapdispenser) is visible on the dining table in the living room and was not moved during the episode, so its first location is the same.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode does not record the soap bottle's original location, so I cannot determine where it first was.","selections":[],"abstain":true} |
| frames-uniform | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The soap bottle (soapdispenser) is on the dining table in the kitchen throughout the episode, where it was first seen.",
"selections": [{"category": "soapdispenser",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The soapdispenser is now on the dining table; it first appeared on the kitchen countertop beside the sink.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The soap dispenser was first on the kitchen countertop beside the sink. It is now on the kitchen dining table.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ atomizer 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{
"reasoning": "The user asks for the soap bottle, which corresponds to the atomizer observed on the second dining table in the kitchen. It has remained on this dining table throughout the episode.",
"selections": [
{
"category": "atomizer",
"now": {
"room": "kitchen",
"surface": "dining table"
},
"original": {
"room": "kitchen",
"surface": "dining table"
}
}
],
"abstain": false
}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle corresponds to the soapdispenser visible on the main dining table. It was not moved during the episode, so its current and first locations are the same.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle is the turquoise soapdispenser, which remained on the kitchen dining table throughout the episode, so its current and first locations are the same.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The soap bottle (soapdispenser) is on the dining table in the kitchen, where it has remained throughout the episode.",
"selections": [{"category": "soapdispenser",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle is the turquoise soapdispenser. It is currently on the kitchen dining table, where it was first observed.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The soap bottle was first on the kitchen countertop and is now on the kitchen dining table.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✗ atomizer 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The soap bottle (atomizer) is currently located on the dining table in the kitchen, which is also where it was first observed.",
"selections": [{"category": "atomizer",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle corresponds to the soapdispenser. It is currently on the kitchen dining table (IMG 170), and its first recorded location was also the kitchen dining table (IMG 31).","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle is the turquoise pump dispenser on the kitchen dining table in IMG 217 and the current view. Earlier observations at t=120s also place it on that table, its first recorded location.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No ladle is visible in the current view, nor is there any prior memory of a ladle in the episode history to determine its current or original location.",
"selections": [],
"abstain": true}
``` | 방만 ladle 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The ladle is currently on the dining table, which is also its first observed location.","selections":[{"category":"ladle","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The available view does not establish the ladle's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The ladle is not recorded in the robot's past actions or observations, so its original location is unknown.",
"selections": [],
"abstain": true}
``` | ✗ ladle 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The ladle was not moved during the episode, so it remains where it was first seen: on the dining table in the living room.","selections":[{"category":"ladle","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode record does not mention a ladle, and the current view does not establish where it first was. I cannot determine both required locations.","selections":[],"abstain":true} |
| frames-uniform | ✗ ladle 지금 kitchen/dining table → 원래 living room/desk 원문```json
{"reasoning": "The ladle is currently located on the dining table in the kitchen. It was originally picked up from the desk in the living room.",
"selections": [{"category": "ladle",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ ladle 지금 bedroom/floor → 원래 kitchen/countertop 원문{"reasoning":"The ladle was first on the kitchen countertop and was later moved to the bedroom floor, where it remains.","selections":[{"category":"ladle","now":{"room":"bedroom","surface":"floor"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ ladle 지금 kitchen/chair → 원래 living room/dining table 원문{"reasoning":"The ladle was first on the living room dining table and was later moved to the kitchen chair, where it is now.","selections":[{"category":"ladle","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The ladle was never observed or mentioned in the memory summary, nor is its location known.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not mention a ladle or establish either its current location or its first location.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The memory does not identify the ladle or its first location, and the current view does not establish both locations reliably.","selections":[],"abstain":true} |
| vis-pure (MemER) | 방만 ladle 지금 kitchen/chair → 원래 kitchen/dining table 원문```json
{"reasoning": "The ladle is currently located on an orange chair in the kitchen. In the earlier frame (t=190.0s), it was originally resting on the dining table in the kitchen.",
"selections": [{"category": "ladle",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ ladle 지금 kitchen/floor → 원래 living room/coffee table 원문{"reasoning":"The ladle first appeared on the coffee table in the living room. It is now lying on the kitchen floor to the right of the dining area.","selections":[{"category":"ladle","now":{"room":"kitchen","surface":"floor"},"original":{"room":"living room","surface":"coffee table"}}],"abstain":false} | ✓ ladle 지금 kitchen/chair → 원래 kitchen/countertop 원문{"reasoning":"The ladle was first on the kitchen countertop and is now on the kitchen chair beside the apple.","selections":[{"category":"ladle","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | 기권 (없음) 원문```json
{"reasoning": "There is no record or clear visual evidence of a ladle or its history across the episode.",
"selections": [],
"abstain": true}
``` | 방만 ladle 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The ladle-like utensil is now on the kitchen dining table in the current view (IMG 175). It first appeared among the small utensils on the kitchen countertop (IMG 4).","selections":[{"category":"ladle","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The notes contain no ladle entries, and the snapshots, including IMG 3 and IMG 222, do not clearly establish both its current location and where it first was.","selections":[],"abstain":true} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior visual or episodic memory provided in the conversation to determine where the apple was located before its current position on the chair.",
"selections": [],
"abstain": true}
``` | ✗ apple 지금 kitchen/chair → 원래 kitchen/dining table 원문{"reasoning":"The apple is currently on a chair in the kitchen; immediately before its last move, it was on the kitchen dining table.","selections":[{"category":"apple","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 apple 지금 kitchen/chair → 원래 kitchen/dining table 원문{"reasoning":"The apple is now on a chair in the kitchen, but the available memory does not show where it was just before its last move.","selections":[{"category":"apple","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The apple is currently visible on the chair in the living room, but there is no mention or record of the apple's prior location anywhere in the episode log. Therefore, its previous location cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The apple’s current location may be visible, but the episode record contains no move of the apple, so its location just before its last move cannot be determined.","selections":[],"abstain":true} | 기권 apple 지금 None/None → 원래 None/None 원문{"reasoning":"The episode does not record an apple or its previous location, and the current view does not establish both required locations.","selections":[{"category":"apple","now":{"room":null,"surface":null},"original":{"room":null,"surface":null}}],"abstain":true} |
| frames-uniform | ✗ apple 지금 kitchen/chair → 원래 living room/dresser 원문```json
{"reasoning": "The yellow apple was previously located on the dresser in the living room (seen at t=260.1s) before being moved to an orange chair in the kitchen, where it is located in the final view.",
"selections": [{"category": "apple",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "living room", "surface": "dresser"}}],
"abstain": false}
``` | ✓ apple 지금 kitchen/chair → 원래 bedroom/dresser 원문{"reasoning":"The apple is now on a chair in the kitchen. Immediately before its last move, it was on the dresser in the bedroom.","selections":[{"category":"apple","now":{"room":"kitchen","surface":"chair"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ apple 지금 kitchen/chair → 원래 living room/dresser 원문{"reasoning":"The apple was on the dresser in the living room before its last move. It is now on a chair in the kitchen.","selections":[{"category":"apple","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"dresser"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ apple 지금 kitchen/chair → 원래 kitchen/dining table 원문```json
{"reasoning": "The apple at the second dining table was displaced onto an adjacent chair. The query asks to return it to where it was just before, which is the dining table in the kitchen.",
"selections": [{"category": "apple",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ apple 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The apple remained on the bedroom dresser throughout the episode and was never moved, so its current and immediately prior locations are both the dresser.","selections":[{"category":"apple","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The memory identifies a red apple on the kitchen dining table and a yellow apple on the bedroom dresser, but records no move of either apple. I cannot determine which apple is intended or where it was just before its last move.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✓ apple 지금 kitchen/chair → 원래 bedroom/dresser 원문```json
{"reasoning": "The yellow apple is currently located on a chair in the kitchen. Prior to moving there, it was resting on the dresser in the bedroom.",
"selections": [{"category": "apple",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | ✓ apple 지금 kitchen/chair → 원래 bedroom/dresser 원문{"reasoning":"The apple is currently on a chair in the kitchen. Immediately before its last move, it was on the dresser in the bedroom.","selections":[{"category":"apple","now":{"room":"kitchen","surface":"chair"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✓ apple 지금 kitchen/chair → 원래 bedroom/dresser 원문{"reasoning":"The apple was on the bedroom dresser before its last move and is now on a kitchen chair.","selections":[{"category":"apple","now":{"room":"kitchen","surface":"chair"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| tagmem (ours) | 방만 apple 지금 kitchen/dining table → 원래 bedroom/dresser 원문```json
{"reasoning": "The yellow apple is currently located on the dining table in the kitchen. Before it was moved, it was on the dresser in the bedroom.",
"selections": [{"category": "apple",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | ✗ apple 지금 kitchen/chair → 원래 kitchen/dining table 원문{"reasoning":"The latest view (IMG 171) shows the apple on a kitchen chair. Immediately before its last move, it was on the kitchen dining table (IMG 159).","selections":[{"category":"apple","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ apple 지금 kitchen/chair → 원래 kitchen/chair 원문{"reasoning":"The apple is now on the kitchen chair (IMG 218 and the current view). Its recorded location just before the last change was also the kitchen chair (IMG 205).","selections":[{"category":"apple","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/dining table remote control 지금 kitchen/chair → 원래 kitchen/chair 원문```json
{"reasoning": "The butter knife is currently on the dining table in the kitchen, where it has remained. The remote control is currently resting on the chair in the kitchen, where it was originally.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "remote control",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "kitchen", "surface": "chair"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The current view alone does not reveal where the butter knife and remote control first were, so their requested original locations cannot be determined.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"Only the current view is available; no earlier observations establish where the butter knife or remote control first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✗ butter knife 지금 living room/dining table → 원래 kitchen/countertop remote control 지금 bedroom/dresser → 원래 living room/dining table 원문```json
{"reasoning": "The butter knife was first located on the kitchen countertop before being moved to the dining table in the living room, where it remained after a failed move attempt. The remote control was first located on the dining table in the living room before being moved to the dresser in the bedroom, where it currently resides.",
"selections": [{"category": "butter knife",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}},
{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ butter knife 지금 living room/dining table → 원래 kitchen/countertop remote control 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The failed butter knife move left it on the living-room dining table, where it was before the attempt; it first came from the kitchen countertop. The remote control is now on the bedroom dresser and first came from the living-room dining table.","selections":[{"category":"butter knife","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ butter knife 지금 kitchen/floor → 원래 kitchen/countertop remote control 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The failed butter knife move left it on the kitchen floor, visible in the current view; it first rested on the kitchen countertop. The remote control is on the bedroom dresser, where it was moved from the living room dining table.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"floor"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| frames-uniform | ✗ butter knife 지금 living room/desk → 원래 living room/desk remote control 지금 kitchen/chair → 원래 living room/desk 원문```json
{"reasoning": "The butter knife was initially on the desk in the living room (seen at t=86.7s). It was moved to the dining table in the kitchen, but later returned to the desk in the living room at t=520.2s, where it currently resides. The remote control was initially on the desk in the living room (seen at t=86.7s next to the bowl) and was moved to the chair in the kitchen, where it is now.",
"selections": [{"category": "butter knife",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "living room", "surface": "desk"}},
{"category": "remote control",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ butter knife 지금 kitchen/dining table → 원래 living room/desk remote control 지금 kitchen/chair → 원래 living room/armchair 원문{"reasoning":"The butter knife was first on the desk in the living room and is now on the kitchen dining table. The remote control was first on the living-room armchair and is now on a kitchen chair.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"desk"}},{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} | ✗ butter knife 지금 kitchen/dining table → 원래 bedroom/desk remote control 지금 kitchen/chair → 원래 bedroom/armchair 원문{"reasoning":"The butter knife was first on the bedroom desk and was later moved to the kitchen dining table. The remote control was first on the bedroom armchair and is now on a kitchen chair.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}},{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"bedroom","surface":"armchair"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ butter knife 지금 living room/dining table → 원래 kitchen/countertop remote control 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The butter knife was initially picked up from the kitchen countertop, moved to the first dining table, and later moved to the second dining table in the living room. The remote control was on the first dining table in the living room and was not moved.",
"selections": [{"category": "butter knife",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}},
{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop remote control 지금 bedroom/bed → 원래 bedroom/bed 원문{"reasoning":"The butter knife was moved from the kitchen countertop to the main dining table, where it is now. The remote control remained among the small electronic items on the bedroom bed, so its current and first locations are the same.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"bed"}}],"abstain":false} | 기권 butter knife 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The butter knife first rested on the living room dining table and is now inside the closed bedroom dresser drawer. The memory does not identify the remote control or establish its current and original locations, so I cannot reliably complete that selection.","selections":[{"category":"butter knife","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":true} |
| vis-pure (MemER) | ✗ butter knife 지금 kitchen/dining table → 원래 living room/desk remote control 지금 bedroom/dresser → 원래 living room/desk 원문```json
{"reasoning": "The butter knife was first seen in the living room on the desk (held/placed there) and is now on the dining table in the kitchen. The remote control was first seen on the desk in the living room and was moved to the dresser drawer in the bedroom.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "living room", "surface": "desk"}},
{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ butter knife 지금 bedroom/dresser → 원래 living room/coffee table remote control 지금 living room/sofa → 원래 kitchen/chair 원문{"reasoning":"The butter knife was first on the living-room coffee table and is now in the bedroom dresser. The remote control was first on a kitchen chair and was last placed on the living-room sofa.","selections":[{"category":"butter knife","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"coffee table"}},{"category":"remote control","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} | ✗ butter knife 지금 kitchen/chair → 원래 kitchen/countertop remote control 지금 kitchen/chair → 원래 living room/desk 원문{"reasoning":"The butter knife was first on the kitchen countertop, and the remote control was first on the living room desk. Both are now on chairs in the kitchen.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ butter knife 지금 living room/desk → 원래 kitchen/countertop remote control 지금 kitchen/chair → 원래 living room/desk 원문```json
{"reasoning": "The butter knife was first picked up from the countertop in the kitchen and was last seen on the desk in the living room. The remote control was first seen on the desk in the living room and is currently on the chair in the kitchen.",
"selections": [{"category": "butter knife",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}},
{"category": "remote control",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop remote control 지금 kitchen/chair → 원래 living room/dining table 원문{"reasoning":"The butter knife is now on the kitchen dining table (IMG 170); its first location was the kitchen countertop. The remote control is now on a kitchen chair (IMG 160); its first observed location was the living room dining table (IMG 21).","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop remote control 지금 kitchen/chair → 원래 living room/dining table 원문{"reasoning":"The butter knife was first picked up from the kitchen countertop at t=30s and is now on the kitchen dining table (IMG 204). The remote control is now on a kitchen chair (IMG 219 and the current view); its earliest recorded location was the living room dining table (IMG 28).","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior memory of earlier turns to determine the initial locations of the requested objects.", "selections": [], "abstain": true}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table ladle 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"Both the soapdispenser and ladle are currently on the kitchen dining table, which is also where they first appeared.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"ladle","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; I cannot determine where the soap bottle and ladle first were.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The memory log contains no information or sightings regarding the soap bottle (or soap dispenser) or the ladle, making it impossible to determine where they are now or where they were first located.",
"selections": [],
"abstain": true}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 living room/dining table ladle 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The soap bottle and ladle were not moved during the episode and are visible on the dining table, so their current and first locations are the same.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}},{"category":"ladle","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode record does not identify the soap bottle or ladle or establish where either first was. The current image does not resolve their original locations.","selections":[],"abstain":true} |
| frames-uniform | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table ladle 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The soap bottle (soapdispenser) is on the dining table in the kitchen, where it has been throughout the episode. The ladle is also on the dining table in the kitchen, which is where it was first observed.",
"selections": [{"category": "soapdispenser",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "ladle",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/countertop ladle 지금 kitchen/floor → 원래 kitchen/countertop 원문{"reasoning":"The soap bottle is now on the kitchen dining table and was first on the kitchen countertop. The ladle is now on the kitchen floor and was first on the kitchen countertop.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"ladle","now":{"room":"kitchen","surface":"floor"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/countertop ladle 지금 kitchen/chair → 원래 living room/dining table 원문{"reasoning":"The soap bottle is now on the kitchen dining table and was first on the kitchen countertop. The ladle is now on a kitchen chair and was first on the living room dining table.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"ladle","now":{"room":"kitchen","surface":"chair"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "Neither a soap bottle (soapdispenser) nor a ladle was observed or mentioned anywhere in the robot's memory of the episode.",
"selections": [],
"abstain": true}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table ladle 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soapdispenser and ladle are currently on the main dining table. No move of either object was recorded, so their first locations were also the main dining table in the kitchen.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"ladle","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table ladle 지금 kitchen/chair → 원래 kitchen/chair 원문{"reasoning":"The soap bottle is the turquoise soapdispenser on the kitchen dining table. The ladle is on the orange kitchen chair at the table's left end. Neither was moved during the episode, so their current and first locations are the same.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"ladle","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} |
| vis-pure (MemER) | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table ladle 지금 kitchen/chair → 원래 living room/desk 원문```json
{"reasoning": "The soap bottle (soapdispenser) is currently on the dining table in the kitchen, which is also where it was first seen. The ladle is currently on an orange chair in the kitchen, but was first seen at the desk in the living room.",
"selections": [{"category": "soapdispenser",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "ladle",
"now": {"room": "kitchen", "surface": "chair"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table ladle 지금 kitchen/floor → 원래 living room/dining table 원문{"reasoning":"The soapdispenser is currently on the kitchen dining table, where it was first observed. The ladle is currently on the kitchen floor near the wall; it was first observed on the living room dining table.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"ladle","now":{"room":"kitchen","surface":"floor"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/countertop ladle 지금 kitchen/chair → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle is now on the kitchen dining table and was first on the kitchen countertop. The ladle is now on a kitchen chair and was first on the kitchen dining table.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"ladle","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{
"reasoning": "The query asks to return the soap bottle and the ladle to where they first were. There is no record or evidence of a ladle in the memory logs, so it is omitted. The soap bottle (soapdispenser) was originally located on the dining table in the kitchen and remains on the dining table in the kitchen.",
"selections": [
{
"category": "soapdispenser",
"now": {
"room": "kitchen",
"surface": "dining table"
},
"original": {
"room": "kitchen",
"surface": "dining table"
}
}
],
"abstain": false
}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle is the soapdispenser. Its first and latest indexed locations are the kitchen dining table (IMG 31 and IMG 50). No indexed entry establishes the ladle's location, so it is omitted.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table ladle 지금 kitchen/chair → 원래 kitchen/chair 원문{"reasoning":"The soap bottle is the turquoise soapdispenser on the kitchen dining table, recorded there initially and still visible in IMG 217. The ladle rests on the left kitchen chair in the current view; it is also visible there in IMG 204, with no recorded move from another location.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"ladle","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} |































| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no record or visual evidence of a mug in memory or the current scene.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The mug's current and first locations cannot be determined from the available episode memory.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not reveal the mug's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ mug 지금 bedroom/bed → 원래 bedroom/dining table 원문```json
{"reasoning": "The user moved the mug from the dining table in the bedroom to the bed in the bedroom. Therefore, the mug is currently on the bed in the bedroom and its first location was on the dining table in the bedroom.",
"selections": [{"category": "mug",
"now": {"room": "bedroom", "surface": "bed"},
"original": {"room": "bedroom", "surface": "dining table"}}],
"abstain": false}
``` | ✓ mug 지금 bedroom/bed → 원래 bedroom/dining table 원문{"reasoning":"The mug was first on the dining table in the bedroom, then moved to the bed in the bedroom, where it is now.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} | ✓ mug 지금 bedroom/bed → 원래 bedroom/dining table 원문{"reasoning":"The mug was moved from the dining table in the bedroom to the bed in the bedroom, where it is now.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} |
| frames-uniform | 방만 mug 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The mug is located on the desk in the bedroom, which is also where it was first seen.",
"selections": [{"category": "mug",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | 방만 mug 지금 bedroom/bed → 원래 bedroom/desk 원문{"reasoning":"The mug was first on the bedroom desk. The robot then moved from the desk to the bed, where the mug is now.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | 방만 mug 지금 bedroom/bed → 원래 bedroom/desk 원문{"reasoning":"The mug was first on the bedroom desk. The robot then moved it to the bed, where it is now.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | 방만 mug 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The mug was originally on the desk in the bedroom and has not been moved throughout the episode, so it remains on the desk in the bedroom.",
"selections": [{"category": "mug",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | 방만 mug 지금 bedroom/bed → 원래 bedroom/desk 원문{"reasoning":"The mug is now on the bedroom bed beside the teddy bear and pillow. It was first on the bedroom desk before being moved.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | 방만 mug 지금 bedroom/bed → 원래 bedroom/desk 원문{"reasoning":"The mug was first on the bedroom desk beside the chair. It was moved into the white high-sided bed containing a teddy bear and green patterned pillow, where it remains.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| vis-pure (MemER) | ✗ mug 지금 bathroom/sink → 원래 bedroom/desk 원문```json
{"reasoning": "The red mug was initially found on the desk in the bedroom at t=30.0s, before being moved by the robot to the sink in the bathroom at t=100.0s, where it currently remains.",
"selections": [{"category": "mug",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The mug first appeared on the kitchen countertop, was later moved onto the floor, and then placed on the bedroom dresser, where it remains.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 방만 mug 지금 bedroom/bed → 원래 bedroom/desk 원문{"reasoning":"The mug was first on the bedroom desk and was later moved to the bed, where it is now.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | 방만 mug 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "In snapshot IMG 56 (and IMG 8 in the background), a white mug is visible resting on the desk in the bedroom alongside the lamp and laptop. It was never moved during the episode, so its current and original location are both on the desk in the bedroom.",
"selections": [{"category": "mug",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The mug was most recently on the bedroom desk (IMG 142). Its first recorded location was the kitchen countertop (IMG 61).","selections":[{"category":"mug","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ mug 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The mug is visible on the kitchen dining table in IMG 84 at t=210s. This is its first and latest recorded location, with no subsequent move recorded.","selections":[{"category":"mug","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There are no previous observations or memory turns provided in the episode to locate the paper towel roll currently or determine where it was first located.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode history needed to determine both the paper towel's current and first locations is unavailable from the current view alone.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The paper towel roll is not identifiable in the current view, and no earlier location is available in memory.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The memory log contains no observations or actions involving a paper towel roll, so its current and original locations cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not mention the paper towel or establish either its current location or its first location, and the current view is insufficient to determine both reliably.","selections":[],"abstain":true} | 기권 paper towel 지금 None/None → 원래 None/None 원문{"reasoning":"The episode record does not mention a paper towel roll, and the current image does not establish its current or first location.","selections":[{"category":"paper towel","now":{"room":null,"surface":null},"original":{"room":null,"surface":null}}],"abstain":true} |
| frames-uniform | ✗ paper towel 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The paper towel roll is seen on the desk in the bedroom at t=444.4s and was not moved by the robot, so its current and original location are both on the desk in the bedroom.",
"selections": [{"category": "paper towel",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ paper towel 지금 bedroom/bed → 원래 kitchen/countertop 원문{"reasoning":"The paper towel roll is now on the bedroom bed. Its first location was on the kitchen countertop.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"bed"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ paper towel 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The paper towel roll was first on the kitchen countertop and was later seen on the bedroom desk.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The paper towel roll is not mentioned in any of the observed locations throughout the episode, nor is it visible in the current view.",
"selections": [],
"abstain": true}
``` | ✗ paper towel 지금 bedroom/bed → 원래 kitchen/countertop 원문{"reasoning":"The paper towel roll is now on the bedroom bed; it first rested on the kitchen countertop.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"bed"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode memory does not identify the paper towel roll or establish its current or first location, and it is not visible in the current view.","selections":[],"abstain":true} |
| vis-pure (MemER) | 기권 (없음) 원문```json
{"reasoning": "The paper towel roll was never observed in any of the memory frames or the current view.",
"selections": [],
"abstain": true}
``` | ✗ paper towel 지금 kitchen/countertop → 원래 bedroom/dresser 원문{"reasoning":"The paper towel roll was first on the bedroom dresser and was later moved to the kitchen countertop, where it remains.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ paper towel 지금 bedroom/bed → 원래 bedroom/desk 원문{"reasoning":"The paper towel roll was first on the bedroom desk and was later moved to the bed, where it is now.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | 기권 (없음) 원문```json
{"reasoning": "The memory index contains no records for 'paper towel', and none of the available image snapshots provide conclusive evidence of its current or initial location.",
"selections": [],
"abstain": true}
``` | ✗ paper towel 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The paper towel roll was first recorded on the bedroom dresser at t=0s (IMG 3), and its latest recorded location is still the bedroom dresser at t=30s (IMG 7).","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ paper towel 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The paper towel was first on the bedroom dresser (IMG 6), and its latest recorded location is still the bedroom dresser (IMG 174).","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No prior observations or memory turns were provided to locate the bottle or determine its original position.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The bottle is currently on the bed in the bedroom, but its first location cannot be determined from the available memory.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available memory does not show the bottle's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The memory log contains no record of a bottle, its current location, or where it first was.",
"selections": [],
"abstain": true}
``` | ✗ bottle 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The bottle was not moved during the episode, so its current location is also where it first was. It is in the bedroom dresser.","selections":[{"category":"bottle","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode record does not mention a bottle or its original location, and the current image does not establish where it is now.","selections":[],"abstain":true} |
| frames-uniform | ✗ bottle 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The bottle is located in the kitchen on the countertop, where it has remained throughout the episode.",
"selections": [{"category": "bottle",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ bottle 지금 bedroom/bed → 원래 bedroom/dresser 원문{"reasoning":"The bottle was first on the dresser in the bedroom and is now on the bed in the bedroom.","selections":[{"category":"bottle","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 방만 bottle 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The bottle was first on the kitchen countertop and later appeared on the bedroom desk.","selections":[{"category":"bottle","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The bottle was originally seen on a dining table in an adjacent room at the beginning of the episode. However, during subsequent visits to the living room, kitchen, bathroom, and bedroom, the bottle was no longer observed on that dining table or anywhere else in the house. Therefore, its current location cannot be determined from memory.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The memory identifies a wine bottle on the kitchen countertop, but not the distinct bottle category requested. Its current and first locations cannot be determined reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The memory does not identify a bottle or establish its current and first locations. The green wine bottle is a separate object category.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ bottle 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{
"reasoning": "The bottle is located on the kitchen countertop, where it has remained since it was first observed.",
"selections": [
{
"category": "bottle",
"now": {
"room": "kitchen",
"surface": "countertop"
},
"original": {
"room": "kitchen",
"surface": "countertop"
}
}
],
"abstain": false
}
``` | ✗ bottle 지금 bathroom/sink → 원래 bedroom/dresser 원문{"reasoning":"The bottle was first seen on the bedroom dresser and was later moved to the bathroom sink, with no subsequent bottle move observed.","selections":[{"category":"bottle","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ bottle 지금 bedroom/bed → 원래 bedroom/desk 원문{"reasoning":"The bottle was first on the bedroom desk and was later moved onto the bed, where it is now.","selections":[{"category":"bottle","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | 방만 bottle 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The bottle is currently on the desk in the bedroom (last observed at t=390s on the desk). It was first seen on the countertop in the kitchen at t=210s.",
"selections": [{"category": "bottle",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ bottle 지금 kitchen/countertop → 원래 living room/dresser 원문{"reasoning":"The bottle was first seen on the living room dresser in IMG 28. Its latest recorded location is the kitchen countertop in IMG 111.","selections":[{"category":"bottle","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"dresser"}}],"abstain":false} | ✗ bottle 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The bottle was first recorded on the bedroom desk at t=0s (IMG 3). Its latest recorded location is also the bedroom desk (IMG 164).","selections":[{"category":"bottle","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior history or observation of the paper towel roll and bottle in the episode memory to determine where they are now or where they first were.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not include the earlier locations of the paper towel or bottle, so their first locations cannot be determined reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not show the paper towel roll or bottle, and no earlier observations establish where either object first was or is now.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The provided history does not contain any sightings or interactions with a paper towel roll or a bottle, making it impossible to determine their current or initial locations.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The record never identifies the first locations of the paper towel or bottle, and the current image alone cannot establish them reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode record does not mention the paper towel roll or bottle, and the current image does not establish their current or first locations.","selections":[],"abstain":true} |
| frames-uniform | ✗ paper towel 지금 bedroom/desk → 원래 bedroom/desk bottle 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The paper towel roll is on the desk in the bedroom and has remained there throughout the episode. The bottle is on the countertop in the kitchen and has also remained there throughout the episode.",
"selections": [{"category": "paper towel",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}},
{"category": "bottle",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ paper towel 지금 bedroom/desk → 원래 bedroom/dresser bottle 지금 bedroom/desk → 원래 bedroom/dresser 원문{"reasoning":"Both objects first appeared on the bedroom dresser and were later seen on the bedroom desk, where they remain.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"bottle","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ paper towel 지금 bedroom/desk → 원래 kitchen/countertop bottle 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The paper towel roll and bottle first appeared on the kitchen countertop and were later placed on the bedroom desk.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"bottle","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The memory summary does not contain any record or observation of a paper towel roll anywhere in the environment, making it impossible to determine its current or original location.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The memory and current view do not establish both the current and first locations of the paper towel roll and bottle.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode memory does not establish the current or first locations of the paper towel roll or bottle, and neither is identifiable in the current view.","selections":[],"abstain":true} |
| vis-pure (MemER) | 기권 (없음) 원문```json
{"reasoning": "The queried objects ('paper towel' and 'bottle') were either not fully observed across the episode or their current and original locations cannot be definitively determined from the recorded memory frames and current view.",
"selections": [],
"abstain": true}
``` | ✗ paper towel 지금 bedroom/dresser → 원래 bathroom/sink bottle 지금 bathroom/sink → 원래 bedroom/dresser 원문{"reasoning":"The paper towel was first on the bathroom sink and was later seen on the bedroom dresser. The bottle began on the bedroom dresser and was moved to the bathroom sink.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bathroom","surface":"sink"}},{"category":"bottle","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ paper towel 지금 bedroom/bed → 원래 bedroom/desk bottle 지금 kitchen/countertop → 원래 living room/chair 원문{"reasoning":"The paper towel roll was moved from the bedroom desk to the bed. The bottle was moved from the living room chair to the kitchen countertop.","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"bed"},"original":{"room":"bedroom","surface":"desk"}},{"category":"bottle","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"chair"}}],"abstain":false} |
| tagmem (ours) | ✗ bottle 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{
"reasoning": "Evidence is only available for the bottle. According to the timeline, the bottle was first observed on the kitchen countertop at t=210s and is currently located on the desk in the bedroom as seen at t=390s. No memory entries exist for a paper towel.",
"selections": [
{
"category": "bottle",
"now": {
"room": "bedroom",
"surface": "desk"
},
"original": {
"room": "kitchen",
"surface": "countertop"
}
}
],
"abstain": false
}
``` | ✗ bottle 지금 kitchen/countertop → 원래 living room/dresser 원문{"reasoning":"The bottle is currently on the kitchen countertop (latest entry, IMG 111) and first appeared on the living room dresser (IMG 28). No entry provides enough evidence to locate the paper towel now or establish its first location, so it is omitted.","selections":[{"category":"bottle","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"dresser"}}],"abstain":false} | ✗ paper towel 지금 bedroom/dresser → 원래 bedroom/dresser bottle 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The paper towel roll is on the bedroom dresser (IMG 174), where it was first recorded among the dresser items (IMG 6). The bottle is on the bedroom desk (IMG 164), matching its first recorded location on the desk at t=0 (IMG 3).","selections":[{"category":"paper towel","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"bottle","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |


























| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no record or visual evidence of a remote control in the current scene or past memory.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current view alone does not establish both the remote control's present location and its location immediately before its last move.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The current image does not establish the remote control's location or where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ remote control 지금 living room/tv stand → 원래 kitchen/countertop 원문```json
{"reasoning": "The remote control was moved from the kitchen countertop to the living room tv stand in its most recent move. Therefore, it is currently on the tv stand in the living room, and just before its last move, it was on the countertop in the kitchen.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ remote control 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The remote control is now on the living room tv stand. Just before its last move, it was on the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ remote control 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The remote control was last moved from the kitchen countertop to the living room tv stand, so return it to the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✓ remote control 지금 living room/tv stand → 원래 kitchen/countertop 원문```json
{"reasoning": "The remote control was initially on the tv stand in the living room (t=0.0s), then moved to the kitchen countertop (seen at t=76.0s and t=228.0s), and finally moved back to the tv stand in the living room (seen at t=304.0s). Just before its last move, it was on the kitchen countertop.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ remote control 지금 bedroom/dining table → 원래 bedroom/dresser 원문{"reasoning":"The remote control is currently on the dining table in the bedroom. Immediately before its last move, it was on the dresser in the bedroom.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✓ remote control 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The remote control was moved from the kitchen countertop back to the living room TV stand. Its location just before its last move was the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✓ remote control 지금 living room/tv stand → 원래 kitchen/countertop 원문```json
{"reasoning": "The remote control was moved from the kitchen countertop back to the living room tv stand during its last move. Therefore, it is currently on the tv stand in the living room, and just before its last move it was on the countertop in the kitchen.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ remote control 지금 kitchen/countertop → 원래 living room/tv stand 원문{"reasoning":"The remote control is now on the kitchen countertop. Just before its last move, it was on the living-room tv stand.","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | ✓ remote control 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The remote control was moved from the living-room tv stand to the kitchen countertop, then returned to the tv stand. Just before its last move, it was on the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| vis-pure (MemER) | ✗ remote control 지금 bedroom/tv stand → 원래 living room/tv stand 원문```json
{"reasoning": "The remote control was originally seen on the TV stand in the living room (t=300.0s), and was later observed on the TV stand in the bedroom (t=370.0s).",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "tv stand"},
"original": {"room": "living room", "surface": "tv stand"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/dining table → 원래 living room/tv stand 원문{"reasoning":"The remote control is currently on the dining table in the living room. Immediately before its latest move, it was on the TV stand in the living room.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | ✓ remote control 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The remote control was on the kitchen countertop before being moved to the living room TV stand, where it remains.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✗ remote control 지금 living room/tv stand → 원래 living room/tv stand 원문```json
{"reasoning": "The remote control was seen on the TV stand in the living room at t=360s (IMG 41), which is its current location. Just before its latest move/appearance, it was also located on the TV stand in the living room (seen at t=300s in IMG 35).",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "living room", "surface": "tv stand"}}],
"abstain": false}
``` | ✗ remote control 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The latest entry places the remote control on the bedroom dresser (IMG 127). The PREV-HOP record says it was also on the bedroom dresser just before its last move (IMG 122).","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ remote control 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The latest remote control entry places it on the living room dining table (IMG 186). Its recorded previous location is also the living room dining table (IMG 178, PREV-HOP).","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There are no previous memory turns available to locate the pen or determine where it was originally placed.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current image does not show the pen clearly, and no earlier view establishes its first location.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not reveal the pen's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ pen 지금 living room/dresser → 원래 living room/dining table 원문```json
{
"reasoning": "The pen was picked up from the dining table in the living room and placed on the dresser in the living room during the episode.",
"selections": [
{
"category": "pen",
"now": {
"room": "living room",
"surface": "dresser"
},
"original": {
"room": "living room",
"surface": "dining table"
}
}
],
"abstain": false
}
``` | ✓ pen 지금 living room/dresser → 원래 living room/dining table 원문{"reasoning":"The pen was first on the dining table in the living room, then moved to the dresser in the living room. No later move occurred.","selections":[{"category":"pen","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✓ pen 지금 living room/dresser → 원래 living room/dining table 원문{"reasoning":"The pen was moved from the dining table in the living room to the dresser in the living room and was not moved again.","selections":[{"category":"pen","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| frames-uniform | ✗ pen 지금 living room/tv stand → 원래 kitchen/countertop 원문```json
{"reasoning": "The pen was first seen on the countertop in the kitchen (t=76.0s), and later moved to the tv stand in the living room (seen at t=304.0s).",
"selections": [{"category": "pen",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ pen 지금 kitchen/dining table → 원래 bedroom/desk 원문{"reasoning":"The pen was moved from the desk in the bedroom to the dining table in the kitchen, where it is now.","selections":[{"category":"pen","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The snapshots do not clearly identify the pen or establish both its current location and where it first was.","selections":[],"abstain":true} |
| rf-v3 (MEM) | 방만 pen 지금 living room/dresser → 원래 living room/desk 원문```json
{"reasoning": "The pen was moved from the desk in the living room to the dresser in the living room, where it currently remains.",
"selections": [{"category": "pen",
"now": {"room": "living room", "surface": "dresser"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ pen 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The pen was first observed on the dining table and remains there now.","selections":[{"category":"pen","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The memory mentions unidentified thin implements on the dining table and dresser but does not establish which is the pen or where the pen first was.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ pen 지금 living room/dining table → 원래 bedroom/desk 원문```json
{"reasoning": "The pen was first seen on the desk in the bedroom (t=480.0s), and later appeared on the dining table in the living room (t=510.0s).",
"selections": [{"category": "pen",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ pen 지금 living room/dining table → 원래 bedroom/desk 원문{"reasoning":"The pen first appeared on the desk in the bedroom. In the current view, it is on the dining table in the living room, partly obscured by the box.","selections":[{"category":"pen","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ pen 지금 bedroom/dresser → 원래 bedroom/desk 원문{"reasoning":"The pen was first on the bedroom desk and was later moved onto the bedroom dresser, where it remains.","selections":[{"category":"pen","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | 방만 pen 지금 living room/dining table → 원래 living room/desk 원문```json
{"reasoning": "The pen was first observed on the desk in the living room at t=90s before being moved. It is currently located on the dining table in the living room.",
"selections": [{"category": "pen",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ pen 지금 living room/dining table → 원래 bedroom/desk 원문{"reasoning":"The pen was first seen on the bedroom desk (IMG 115). Its latest recorded location is the living-room dining table (IMG 133), consistent with the current view.","selections":[{"category":"pen","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | 방만 pen 지금 living room/dresser → 원래 living room/coffee table 원문{"reasoning":"The pen was picked up from the living-room coffee table at t=120s and placed on the dresser at t=180s, where IMG 55 shows it. Later images show other writing implements, not another move of this red pen.","selections":[{"category":"pen","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"coffee table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "The salt shaker is not visible in the current view and there is no prior memory of its location in this episode.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode history needed to determine both the salt shaker's current location and where it first was is unavailable.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not identify the salt shaker's current location, and there is no earlier observation establishing where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The salt shaker was moved from the countertop in the kitchen to the desk in the bedroom, where it currently remains.",
"selections": [{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker was first on the kitchen countertop, then moved to the desk drawer in the bedroom. Using the listed surface category, its current surface is the desk.","selections":[{"category":"salt shaker","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker was moved from the kitchen countertop to a drawer of the bedroom desk and was not moved again.","selections":[{"category":"salt shaker","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ salt shaker 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The salt shaker was first and last observed on the desk in the bedroom at t=456.0s.",
"selections": [{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ salt shaker 지금 bedroom/dining table → 원래 bedroom/desk 원문{"reasoning":"The salt shaker was moved from the bedroom desk to the dining table, where it is now.","selections":[{"category":"salt shaker","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✓ salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker was first on the kitchen countertop and was later moved to the desk in the bedroom, where it remains.","selections":[{"category":"salt shaker","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ salt shaker 지금 living room/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The salt shaker was originally retrieved from the kitchen countertop and moved to the desk drawer in the living room, where it currently resides.",
"selections": [{"category": "salt shaker",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not identify a salt shaker or establish either its current location or its first location.","selections":[],"abstain":true} | 방만 salt shaker 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker was first beside the bowl on the kitchen countertop. I moved it into the middle drawer of the wooden dresser in the bedroom, the room containing the dark-red-covered bed, and then closed the drawer.","selections":[{"category":"salt shaker","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| vis-pure (MemER) | ✗ salt shaker 지금 living room/tv stand → 원래 living room/desk 원문```json
{"reasoning": "The salt shaker was first observed in the living room on the desk by the window at t=140.0s. It was later seen at t=300.0s in the living room on the tv stand, where it remains.",
"selections": [{"category": "salt shaker",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | ✗ salt shaker 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker was first on the kitchen countertop and is now on the dining table in the living room.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ salt shaker 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker was first on the kitchen countertop, was moved to the shelf, and was later moved to the living room dining table, where it is now.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✓ salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The salt shaker was first observed on the countertop in the kitchen at t=390s (IMG 44, IMG 45). The robot picked it up at t=420s and placed it into the desk drawer in the bedroom at t=450s (IMG 52), where it is now located.",
"selections": [{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ salt shaker 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker is currently on the living room dining table in the final image. Its earliest observed location was the kitchen countertop (IMG 5).","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ salt shaker 지금 living room/dresser → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker first appears on the kitchen countertop in IMG 137. It was carried to the living room and placed in the dresser's open middle drawer at t=450s, with IMG 161 showing it over that drawer. No later move is recorded.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "The spatula is not visible in the current view and there are no prior memory turns detailing where it was located.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The spatula’s current and first locations cannot be determined from the available episode memory and current view.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the spatula's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The spatula is not mentioned in the action history, nor is it visible or identifiable in the environment from memory.",
"selections": [],
"abstain": true}
``` | ✗ spatula 지금 bedroom/dining table → 원래 bedroom/dining table 원문{"reasoning":"The spatula was not moved during the episode, so its current location is also where it first was. It is on the dining table in the bedroom.","selections":[{"category":"spatula","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The record does not mention a spatula, and the current image does not establish its current or first location.","selections":[],"abstain":true} |
| frames-uniform | ✗ spatula 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The spatula was seen on the kitchen countertop throughout the episode and remains there.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/dresser → 원래 kitchen/countertop 원문{"reasoning":"The spatula was first on the kitchen countertop, then moved to the dresser in the living room, where it remains.","selections":[{"category":"spatula","now":{"room":"living room","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ spatula 지금 living room/tv stand → 원래 living room/tv stand 원문{"reasoning":"The spatula was first on the living room TV stand, was moved to the kitchen countertop, and was later returned to the TV stand, where it is now.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The spatula is not mentioned in the robot's memory of the episode, nor is its location known.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not mention a spatula or establish its current or first location.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The memory does not identify the spatula or record its first location. The thin implements mentioned cannot reliably be identified as the spatula, so neither required location can be determined.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ spatula 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The spatula is seen resting on the desk in the bedroom at t=480.0s and remains there.",
"selections": [{"category": "spatula",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The spatula was first seen on the kitchen countertop. It was subsequently moved between other surfaces and is now on the dining table in the living room, obscured by the box in the current view.","selections":[{"category":"spatula","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ spatula 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The spatula was first on the kitchen countertop and was later placed on the bedroom desk, where it remains.","selections":[{"category":"spatula","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✗ spatula 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The spatula was observed on the desk in the bedroom at t=450s and t=480s (IMG 53, IMG 56), and it has not been moved since.",
"selections": [{"category": "spatula",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The spatula is currently visible on the living-room dining table in the final image. Its first location was the kitchen countertop.","selections":[{"category":"spatula","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ spatula 지금 living room/dresser → 원래 living room/dresser 원문{"reasoning":"The white-headed, black-handled spatula is first clearly visible on the living room dresser in IMG 166 and remains there in IMG 173. The dark object on the kitchen countertop in IMG 16 and IMG 18 is not this spatula.","selections":[{"category":"spatula","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"dresser"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There are no previous memory turns or observations available to identify where the pen and salt shaker were originally located or where they are currently located.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode history needed to determine the pen’s and salt shaker’s first locations is unavailable, and the current view does not establish those original locations reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the current or first locations of the pen or salt shaker, and no earlier episode observations are available.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ pen 지금 living room/dresser → 원래 living room/dining table salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The pen was moved from the dining table in the living room to the dresser in the living room. The salt shaker was moved from the countertop in the kitchen to the desk in the bedroom.",
"selections": [{"category": "pen",
"now": {"room": "living room", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}},
{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ pen 지금 living room/dresser → 원래 living room/dining table salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The pen was moved from the living room dining table to the living room dresser. The salt shaker was moved from the kitchen countertop to the bedroom desk drawer, categorized as the desk surface.","selections":[{"category":"pen","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}},{"category":"salt shaker","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ pen 지금 living room/dresser → 원래 living room/dining table salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The pen moved from the living room dining table to the living room dresser. The salt shaker moved from the kitchen countertop to a drawer of the bedroom desk. Neither was moved again.","selections":[{"category":"pen","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}},{"category":"salt shaker","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ pen 지금 living room/tv stand → 원래 living room/tv stand salt shaker 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The pen was first seen on the tv stand in the living room at t=0.0s, and is currently still on the tv stand in the living room (last observed at t=304.0s). The salt shaker was seen on the desk in the bedroom at t=456.0s and remains there.",
"selections": [{"category": "pen",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "living room", "surface": "tv stand"}},
{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ pen 지금 living room/dining table → 원래 bedroom/desk salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The pen was moved from the bedroom desk to the dining table in the living room. The salt shaker was moved from the kitchen countertop to the bedroom desk.","selections":[{"category":"pen","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}},{"category":"salt shaker","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ pen 지금 living room/tv stand → 원래 living room/tv stand salt shaker 지금 living room/dining table → 원래 bedroom/desk 원문{"reasoning":"The pen was first on the living-room TV stand and is back on that stand. The salt shaker was on the bedroom desk before being moved to the living-room dining table.","selections":[{"category":"pen","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"tv stand"}},{"category":"salt shaker","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ pen 지금 living room/dresser → 원래 living room/desk salt shaker 지금 living room/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The pen was initially on the living room desk and moved to the dresser in the living room. The salt shaker was initially on the kitchen countertop and moved into the drawer of the living room desk.",
"selections": [{"category": "pen",
"now": {"room": "living room", "surface": "dresser"},
"original": {"room": "living room", "surface": "desk"}},
{"category": "salt shaker",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The pen is currently on the dining table and was first there, but the memory does not establish either the current or original location of the salt shaker.","selections":[],"abstain":true} | 방만 pen 지금 living room/dresser → 원래 living room/desk salt shaker 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The requested pen is the red writing implement moved from the desk beside the living-room window to the wooden dresser between the lamp and plate. The salt shaker was moved from the kitchen countertop beside the bowl into the dresser drawer in the second room, which contains the bed.","selections":[{"category":"pen","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"desk"}},{"category":"salt shaker","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| vis-pure (MemER) | 기권 (없음) 원문```json
{"reasoning": "The memory frames do not contain any observation of a salt shaker, making it impossible to determine its current or original location.",
"selections": [],
"abstain": true}
``` | ✗ pen 지금 living room/dining table → 원래 bedroom/desk salt shaker 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The pen was first on the bedroom desk and is now on the living-room dining table. The salt shaker was first on the kitchen countertop and is now on the living-room dining table.","selections":[{"category":"pen","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}},{"category":"salt shaker","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ pen 지금 living room/dining table → 원래 bedroom/desk salt shaker 지금 living room/shelf → 원래 kitchen/countertop 원문{"reasoning":"The pen first appeared on the bedroom desk and is now on the living room dining table. The salt shaker was originally on the kitchen countertop and was later moved to the living room shelf.","selections":[{"category":"pen","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}},{"category":"salt shaker","now":{"room":"living room","surface":"shelf"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | 방만 pen 지금 living room/dining table → 원래 living room/desk salt shaker 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The pen was initially on the desk in the living room before being moved, and was last observed on the dining table in the living room. The salt shaker was first found on the kitchen countertop and was placed in the bedroom desk drawer.",
"selections": [{"category": "pen",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "desk"}},
{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ pen 지금 living room/dining table → 원래 bedroom/desk 원문{"reasoning":"The pen is currently on the living-room dining table (IMG 133); its first recorded location was the bedroom desk (IMG 115). No entry provides a location for the salt shaker, so it is omitted.","selections":[{"category":"pen","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ pen 지금 living room/dresser → 원래 living room/coffee table salt shaker 지금 living room/dresser → 원래 kitchen/countertop 원문{"reasoning":"The pen was picked up from the living-room coffee table at t=120s and placed on the living-room dresser at t=180s (IMG 55); later views of other writing implements do not show it being moved again. The salt shaker was picked up from the kitchen countertop at t=390s and placed in the living-room dresser's open drawer at t=450s (IMG 161).","selections":[{"category":"pen","now":{"room":"living room","surface":"dresser"},"original":{"room":"living room","surface":"coffee table"}},{"category":"salt shaker","now":{"room":"living room","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |





































| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 방만 remote control 지금 living room/dining table → 원래 living room/armchair 원문```json
{"reasoning": "The remote control is currently on the dining table in the living room. Its original location in this scene is on the armchair.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "armchair"}}],
"abstain": false}
``` | 방만 remote control 지금 living room/dining table → 원래 living room/tv stand 원문{"reasoning":"The remote control is now on the dining table in the living room; it was first on the TV stand in the living room.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | 방만 remote control 지금 living room/desk → 원래 living room/desk 원문{"reasoning":"The remote control is on the desk in the living room, which is also where it was first observed.","selections":[{"category":"remote control","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} |
| textlog (oracle) | ✓ remote control 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The remote control was originally at the dining table in the living room. It was temporarily moved to the kitchen dining table and then placed back on the dining table in the living room, where it currently resides.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✓ remote control 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The remote control is currently on the living room dining table. It was first picked up from that same location.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✓ remote control 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The remote control first rested on the dining table in the living room. It was moved to the kitchen dining table and then returned to the living room dining table, where it is now.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| frames-uniform | 방만 remote control 지금 living room/dining table → 원래 living room/armchair 원문```json
{"reasoning": "The remote control was initially seen resting on the blue armchair in the living room at t=0.0s. At the end of the episode, it is on the dining table in the living room.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "armchair"}}],
"abstain": false}
``` | 방만 remote control 지금 living room/dining table → 원래 living room/armchair 원문{"reasoning":"The remote control is currently on the dining table in the living room. It was first seen on the armchair in the living room.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} | 방만 remote control 지금 living room/dining table → 원래 living room/armchair 원문{"reasoning":"The remote control was first on the living room armchair and is now on the living room dining table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| rf-v3 (MEM) | ✓ remote control 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The remote control is currently on the dining table in the living room, where it was located from the start of the episode.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The remote control is currently on the bedroom dresser, and no move of it was recorded, so its current location is also where it first was.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The memory does not identify the remote control or establish where it first was. Several unidentified rectangular objects were observed, so its current and original locations cannot be determined reliably.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✓ remote control 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The remote control is located on the dining table in the living room, which is also where it was at the beginning of the episode.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | 방만 remote control 지금 living room/dining table → 원래 living room/sofa 원문{"reasoning":"The remote control is now on the dining table in the living room. It first appeared on the sofa in the living room.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | 방만 remote control 지금 living room/dining table → 원래 living room/sofa 원문{"reasoning":"The remote control was first on the living room sofa and is now on the living room dining table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| tagmem (ours) | ✓ remote control 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The remote control was originally seen on the dining table in the living room and remains on the dining table in the living room.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | 방만 remote control 지금 living room/dining table → 원래 living room/tv stand 원문{"reasoning":"The latest view (IMG 176) shows the remote control on the living-room dining table. Its earliest recorded location was the living-room TV stand (IMG 4).","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | 방만 remote control 지금 living room/desk → 원래 living room/tv stand 원문{"reasoning":"The remote control is now on the living room desk (IMG 214 and current view). Its first recorded location was the living room tv stand at t=0s (IMG 6).","selections":[{"category":"remote control","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ remote control 지금 living room/dining table → 원래 living room/coffee table 원문```json
{"reasoning": "The remote control is currently located on the dining table in the living room. In this living room layout, its previous location before being moved to the dining table was the coffee table.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "coffee table"}}],
"abstain": false}
``` | 기권 remote control 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The remote control is currently on the dining table in the living room, but no earlier view shows where it was immediately before its last move.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":true} | 기권 (없음) 원문{"reasoning":"The remote control appears to be on the desk in the living room, but the available memory does not show where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ remote control 지금 living room/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The remote control was last moved from the dining table in the kitchen to the dining table in the living room, where it is currently located. Therefore, just before its last move, it was on the dining table in the kitchen.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✓ remote control 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The remote control is now on the living room dining table. Just before its last move, it was on the kitchen dining table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✓ remote control 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The remote control was last moved from the kitchen dining table to the living room dining table, so return it to the kitchen dining table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| frames-uniform | ✗ remote control 지금 living room/dining table → 원래 bedroom/shelf 원문```json
{"reasoning": "The robot picked up the remote control from the shelf in the bedroom (as seen being held right in front of the shelf at t=154.4s) and eventually placed it on the dining table in the living room at t=540.6s.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "shelf"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/dining table → 원래 bedroom/dresser 원문{"reasoning":"The remote control is now on the living-room dining table. Immediately before its last move, it was on the bedroom dresser.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ remote control 지금 living room/dining table → 원래 bedroom/dresser 원문{"reasoning":"The remote control was moved from the bedroom dresser to the living room dining table, where it is now. The dresser was its location just before the last move.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The remote control was never tracked or observed at any prior location during the episode; it is only visible now on the dining table as an unmentioned/untracked object.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The remote control is currently on the bedroom dresser. No move of the remote control occurred during the episode, so its location just before its last move cannot be determined from memory.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The memory does not identify the remote control or record its last move, so I cannot reliably determine its current location and where it was just before.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ remote control 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The remote control is currently on the dining table in the living room, and just prior to its last movement, it was also located on the dining table in the living room.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/coffee table → 원래 living room/sofa 원문{"reasoning":"The remote control is now on the living room coffee table. Immediately before its last move, it was on the living room sofa.","selections":[{"category":"remote control","now":{"room":"living room","surface":"coffee table"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✓ remote control 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The remote control is now on the living room dining table. Just before its last move, it was on the kitchen dining table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ remote control 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The remote control is currently on the dining table in the living room and was located on the dining table in the living room just before as well.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The remote control is currently on the living-room dining table (IMG 176). Just before its latest recorded change, it was also on the living-room dining table (IMG 175).","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 방만 remote control 지금 living room/desk → 원래 kitchen/dining table 원문{"reasoning":"The remote control is now on the living room desk in IMG 214 and the current view. IMG 181 shows it being carried from the kitchen dining table before this placement; IMG 206 shows it still held, not resting on the living room table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"desk"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ irish potato 지금 living room/dining table → 원래 living room/dining table 원문```json
{"reasoning": "The potato (irish potato) is currently located on the dining table in the living room. With no record of it having moved previously, its original location is also on the dining table in the living room.",
"selections": [{"category": "irish potato",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The episode history needed to determine both the potato's current and first location is unavailable.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The potato and its first location cannot be determined from the available view or episode memory.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The potato (irish potato) was picked up from the kitchen countertop and moved to the dresser in the bedroom, where it currently remains.",
"selections": [{"category": "irish potato",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The irish potato was moved from the kitchen countertop to the bedroom dresser and was not moved again.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The potato was moved from the kitchen countertop to a dresser drawer in the bedroom and was not moved again.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ irish potato 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The irish potato was seen on the countertop in the kitchen (t=308.9s) and remained there throughout the episode.",
"selections": [{"category": "irish potato",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The irish potato was first seen on the kitchen countertop and was later moved to the bedroom dresser, where it remains.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ irish potato 지금 kitchen/shelf → 원래 living room/armchair 원문{"reasoning":"The potato was first on the living-room armchair and was subsequently moved to the shelf in the kitchen.","selections":[{"category":"irish potato","now":{"room":"kitchen","surface":"shelf"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ irish potato 지금 bedroom/dresser → 원래 living room/desk irish potato 지금 living room/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "Two irish potatoes were moved during the episode: the first one was originally on the desk in the living room (office/dining area) and is now on the bedroom dresser; the second one was originally on the kitchen countertop and is now on the desk in the living room.",
"selections": [{"category": "irish potato",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "desk"}},
{"category": "irish potato",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ irish potato 지금 bedroom/desk → 원래 bedroom/desk 원문{"reasoning":"The irish potato was first observed on the office desk and was not moved during the episode, so it remains on that desk in the bedroom.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The memory records an irish potato on the kitchen desk and another on the kitchen countertop, with neither moved. The query and current view do not identify which potato is intended.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✓ irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The irish potato was originally picked up from the kitchen countertop and placed into/onto the dresser in the bedroom.",
"selections": [{"category": "irish potato",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ irish potato 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The irish potato first appeared on the dining table in the kitchen. It was later moved to the dining table in the living room, where it is now.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The potato first appears on the kitchen dining table at t=200s and remains there at t=450s. No later move is shown.","selections":[{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ irish potato 지금 bedroom/dresser → 원래 bedroom/desk 원문```json
{"reasoning": "The irish potato was initially observed on the desk in the bedroom (t=150s). After moving through the house, it was placed into the drawer of the dresser in the bedroom (t=330s, IMG 55/57), where it currently remains.",
"selections": [{"category": "irish potato",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ irish potato 지금 bedroom/floor → 원래 bedroom/desk 원문{"reasoning":"The latest view of the irish potato is IMG 125, where it remains on the bedroom floor. Its first recorded location is IMG 41 on the bedroom desk.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"floor"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The potato is the small brown oval object on the kitchen dining table in IMG 185 and IMG 194. The object moved from the countertop to the bedroom dresser was a pepper shaker, not the potato. No move of the potato is recorded, so its current and first locations are the same.","selections":[{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ soapdispenser 지금 living room/dining table → 원래 bathroom/countertop 원문```json
{"reasoning": "The soap dispenser (referred to as soap bottle) is currently on the dining table in the living room. Its original location at the start was on the countertop in the bathroom.",
"selections": [{"category": "soapdispenser",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "bathroom", "surface": "countertop"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The soap bottle is currently on the dining table in the living room, which is also where it first was.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; I cannot determine where the soap bottle first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The soap bottle (soapdispenser) was neither observed nor interacted with in any of the recorded actions or the current view, so its location cannot be determined from memory.",
"selections": [],
"abstain": true}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The soapdispenser is currently on the living-room dining table. It was not moved during the episode, so its first location was the same place.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode does not record the soap bottle's location or any moves, and it is not identifiable in the current view. Its current and first locations cannot be determined.","selections":[],"abstain":true} |
| frames-uniform | ✗ soapdispenser 지금 bedroom/desk → 원래 bedroom/dresser 원문```json
{"reasoning": "The soap bottle (soapdispenser) was first seen on the dresser in the bedroom at t=231.7s. Later, at t=463.4s, it was found on the desk in the bedroom.",
"selections": [{"category": "soapdispenser",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 bedroom/dresser 원문{"reasoning":"The soapdispenser is now on the dining table in the living room. It first appeared on the dresser in the bedroom.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ soapdispenser 지금 living room/desk → 원래 bedroom/dresser 원문{"reasoning":"The soap bottle was first on the bedroom dresser. It is now on the desk in the living room.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ soapdispenser 지금 living room/desk → 원래 living room/desk 원문```json
{"reasoning": "The soapdispenser (soap bottle) was on the desk in the living room and was never moved during the episode.",
"selections": [{"category": "soapdispenser",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "living room", "surface": "desk"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The soapdispenser’s current and first locations are not established by the episode memory with enough certainty.","selections":[],"abstain":true} | 방만 soapdispenser 지금 kitchen/desk → 원래 bedroom/dresser 원문{"reasoning":"The pink soapdispenser was first seen on the bedroom dresser and was later on the desk in the kitchen.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| vis-pure (MemER) | ✓ soapdispenser 지금 kitchen/dining table → 원래 bedroom/dresser 원문```json
{"reasoning": "The soap dispenser (soap bottle) was originally on the dresser in the bedroom (seen at t=250.0s), and was later moved to the dining table in the kitchen (seen at t=440.0s).",
"selections": [{"category": "soapdispenser",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The soap bottle is now on the dining table in the living room. It was first seen on the kitchen countertop.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ soapdispenser 지금 kitchen/dining table → 원래 bedroom/dresser 원문{"reasoning":"The soap bottle was first on the bedroom dresser. It was later moved to the kitchen dining table, where it remains.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| tagmem (ours) | ✓ soapdispenser 지금 kitchen/dining table → 원래 bedroom/dresser 원문```json
{"reasoning": "The soap dispenser (referred to as soap bottle) was first observed on the dresser in the bedroom at t=240s (IMG 38). It was subsequently seen on the desk in the living room at t=390s and finally on the dining table in the kitchen at t=420s–450s (IMG 68, IMG 71), where it currently remains.",
"selections": [{"category": "soapdispenser",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The soap bottle corresponds to the soapdispenser, first observed on the kitchen dining table and most recently still there (IMG 150).","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ bottle 지금 kitchen/chair → 원래 kitchen/countertop 원문{"reasoning":"The soap bottle is the white bottle on the kitchen chair (IMG 183), not the atomizer on the living-room table. Its first recorded location was the kitchen countertop at 30s (IMG 18).","selections":[{"category":"bottle","now":{"room":"kitchen","surface":"chair"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ paper towel 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The paper towel is currently located on the dining table in the living room. It originally belongs on the countertop in the kitchen.",
"selections": [{"category": "paper towel",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ paper towel 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The paper towel roll is currently on the dining table in the living room; its first location was on the kitchen countertop.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The available view does not establish where the paper towel roll is now or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The memory log contains no record of seeing or interacting with a paper towel roll anywhere in the house.", "selections": [], "abstain": true}
``` | ✗ paper towel 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The paper towel roll is visible on the living room dining table, and no move of it was recorded, so its first location was the same place.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode record does not mention a paper towel roll, and the current view does not establish its current or first location.","selections":[],"abstain":true} |
| frames-uniform | ✗ paper towel 지금 bedroom/desk → 원래 bedroom/desk 원문```json
{"reasoning": "The paper towel roll is located on the desk in the bedroom, where it has remained throughout the episode.",
"selections": [{"category": "paper towel",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ paper towel 지금 living room/dining table → 원래 bedroom/desk 원문{"reasoning":"The paper towel roll was first on the desk in the bedroom and is now on the dining table in the living room.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✓ paper towel 지금 kitchen/dining table → 원래 living room/armchair 원문{"reasoning":"The paper towel roll was first on the living room armchair. It was later visible on the kitchen dining table, its last observed location.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ paper towel 지금 living room/armchair → 원래 living room/armchair 원문```json
{"reasoning": "The paper towel roll is on the blue armchair in the living room, where it has remained throughout the episode.",
"selections": [{"category": "paper towel",
"now": {"room": "living room", "surface": "armchair"},
"original": {"room": "living room", "surface": "armchair"}}],
"abstain": false}
``` | ✗ paper towel 지금 living room/desk → 원래 living room/desk 원문{"reasoning":"The paper towel was not moved during the episode and remains on the office desk, its first recorded location. The office area is in the living room.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | ✗ paper towel 지금 kitchen/desk → 원래 kitchen/desk 원문{"reasoning":"The paper towel roll was on the wooden desk in the kitchen and was not moved during the episode, so its current and first locations are the same.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"desk"},"original":{"room":"kitchen","surface":"desk"}}],"abstain":false} |
| vis-pure (MemER) | ✓ paper towel 지금 kitchen/dining table → 원래 living room/armchair 원문```json
{"reasoning": "The paper towel roll was first observed resting on the armchair in the living room at t=30.0s. It was later moved to the dining table in the kitchen (seen at t=440.0s), where it currently remains.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "living room", "surface": "armchair"}}],
"abstain": false}
``` | ✗ paper towel 지금 living room/dining table → 원래 living room/sofa 원문{"reasoning":"The paper towel roll first appeared on the sofa in the living room. It is now on the dining table in the living room.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✓ paper towel 지금 kitchen/dining table → 원래 living room/armchair 원문{"reasoning":"The paper towel roll was first on the living room armchair and was later moved to the kitchen dining table, where it remains.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| tagmem (ours) | ✓ paper towel 지금 kitchen/dining table → 원래 living room/armchair 원문```json
{"reasoning": "The paper towel roll was first observed on the armchair in the living room (IMG 0, IMG 1). Its most recent location is on the dining table in the kitchen (IMG 68, IMG 71).",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "living room", "surface": "armchair"}}],
"abstain": false}
``` | ✓ paper towel 지금 kitchen/dining table → 원래 living room/armchair 원문{"reasoning":"The latest paper towel entry places it on the kitchen dining table at t=480s (IMG 157). Its earliest recorded location was the living room armchair at t=0s (IMG 2).","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} | ✓ paper towel 지금 kitchen/dining table → 원래 living room/armchair 원문{"reasoning":"The paper towel roll was first recorded on the living room armchair (IMG 1, also IMG 4). Its latest recorded location is on the kitchen dining table (IMG 194).","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "The kettle (boiler) is not visible in the current view, and there is no prior memory of its location in this episode.",
"selections": [],
"abstain": true}
``` | ✗ boiler 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The kettle corresponds to the boiler category and is currently on the dining table in the living room. With no earlier move shown, its first location is the same place.","selections":[{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; I cannot determine where the kettle (boiler) first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The kettle (boiler) was not observed or interacted with in any recorded action, nor is it visible in the current scene.", "selections": [], "abstain": true}
``` | ✗ boiler 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The kettle corresponds to the boiler. It was not moved during the episode and is currently on the dining table in the living room, so its first location is the same.","selections":[{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The kettle (boiler) was not located or moved in the episode record, and its current and first locations cannot be determined from the final image.","selections":[],"abstain":true} |
| frames-uniform | ✗ boiler 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The kettle (referred to as boiler) was observed in the kitchen resting on the countertop at t=308.9s and was not moved by the robot.",
"selections": [{"category": "boiler",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ boiler 지금 living room/dining table → 원래 living room/coffee table 원문{"reasoning":"The kettle is now on the living room dining table; it first appeared on the living room coffee table.","selections":[{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"coffee table"}}],"abstain":false} | 방만 boiler 지금 living room/dining table → 원래 bedroom/dresser 원문{"reasoning":"The kettle was first visible on the bedroom dresser and is now on the dining table in the living room.","selections":[{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The query asks for a kettle, but no kettle (or boiler/pot) was observed or recorded in memory during this episode.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not mention a kettle or boiler, so neither its current nor first location can be determined.","selections":[],"abstain":true} | ✗ boiler 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The kettle is the white boiler with a blue handle on the dining table in the living room. It was first observed there and was not moved.","selections":[{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | 기권 (없음) 원문```json
{"reasoning": "The kettle (boiler) is currently located on the dining table in the living room. However, it was not present there in earlier observations of the dining table (such as at t=120.0s), and its original location before it was moved is not visible in any of the recorded memory frames.",
"selections": [],
"abstain": true}
``` | ✗ boiler 지금 living room/coffee table → 원래 living room/sofa 원문{"reasoning":"The kettle is now on the living room coffee table; it first appeared on the living room sofa.","selections":[{"category":"boiler","now":{"room":"living room","surface":"coffee table"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ boiler 지금 living room/dining table → 원래 living room/sofa 원문{"reasoning":"The kettle was first on the living room sofa and is now on the living room dining table.","selections":[{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| tagmem (ours) | ✗ boiler 지금 living room/dining table → 원래 living room/dining table 원문```json
{
"reasoning": "The kettle (boiler) was observed on the dining table in the living room at t=480s (IMG 77) and has remained there.",
"selections": [
{
"category": "boiler",
"now": {
"room": "living room",
"surface": "dining table"
},
"original": {
"room": "living room",
"surface": "dining table"
}
}
],
"abstain": false
}
``` | ✗ boiler 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The kettle (category \"boiler\") is currently visible on the living-room dining table. Its first recorded location was the kitchen countertop.","selections":[{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ boiler 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The kettle (boiler) is now on the living-room dining table, visible in IMG 197 and the current view (IMG 217). Its first location was the kitchen countertop.","selections":[{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{
"reasoning": "There is no prior conversation history or memory recorded in this episode to determine where the remote control and potato were originally located.",
"selections": [],
"abstain": true
}
``` | 기권 (없음) 원문{"reasoning":"The current view alone does not provide enough information to determine both the present and first locations of the remote control and irish potato.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The remote control is visible on the living room desk, but its first location cannot be determined from this view. The potato and its first location are not visible, and no earlier episode history is available.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ remote control 지금 living room/dining table → 원래 living room/dining table irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The remote control is currently on the dining table in the living room, which is also where it was initially found. The potato (irish potato) is currently on the dresser in the bedroom after being moved from the kitchen countertop.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}},
{"category": "irish potato",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ remote control 지금 living room/dining table → 원래 living room/dining table irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The remote control was first on the living room dining table and was returned there after its last move. The irish potato was moved from the kitchen countertop to the bedroom dresser.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}},{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ remote control 지금 living room/dining table → 원래 living room/dining table irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The remote control first rested on the living room dining table and was returned there after its move to the kitchen. The potato was moved from the kitchen countertop to a dresser drawer in the bedroom.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}},{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ remote control 지금 living room/dining table → 원래 living room/armchair irish potato 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{
"reasoning": "The remote control was first observed on the armchair in the living room (t=0.0s) and is currently on the dining table in the living room. The irish potato is located on the countertop in the kitchen, where it has remained since first seen.",
"selections": [
{
"category": "remote control",
"now": {
"room": "living room",
"surface": "dining table"
},
"original": {
"room": "living room",
"surface": "armchair"
}
},
{
"category": "irish potato",
"now": {
"room": "kitchen",
"surface": "countertop"
},
"original": {
"room": "kitchen",
"surface": "countertop"
}
}
],
"abstain": false
}
``` | ✗ remote control 지금 living room/dining table → 원래 living room/tv stand irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The remote control is now on the living-room dining table and was first on the living-room tv stand. The irish potato is now on the same dining table and was first on the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"tv stand"}},{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ remote control 지금 living room/dining table → 원래 living room/armchair irish potato 지금 living room/dining table → 원래 living room/tv stand 원문{"reasoning":"The remote control first rested on the living-room armchair, and the potato first rested on the living-room TV stand. Both are now on the living-room dining table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}},{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The memory summary does not contain information about where the remote control was originally located, making it impossible to determine its original position.",
"selections": [],
"abstain": true}
``` | ✗ remote control 지금 bedroom/dresser → 원래 bedroom/dresser irish potato 지금 living room/desk → 원래 living room/desk 원문{"reasoning":"The remote control remained on the bedroom dresser. The irish potato remained on the office desk, which is in the living room.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"irish potato","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The memory does not identify which black rectangular object is the remote control or establish its first location. It also mentions an irish potato on the kitchen desk and another on the kitchen countertop without identifying which potato the query means. I cannot reliably determine both requested locations for either object.","selections":[],"abstain":true} |
| vis-pure (MemER) | 방만 remote control 지금 living room/dining table → 원래 living room/sofa irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The remote control was originally resting on the sofa in the living room before being moved to the dining table in the living room. The irish potato was first on the kitchen countertop before the robot moved it into the dresser in the bedroom.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "sofa"}},
{"category": "irish potato",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/dining table → 원래 living room/sofa irish potato 지금 bedroom/floor → 원래 kitchen/dining table 원문{"reasoning":"The remote control began on the living-room sofa and is now on the living-room dining table. The irish potato began on the kitchen dining table and was later moved to the bedroom floor.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"sofa"}},{"category":"irish potato","now":{"room":"bedroom","surface":"floor"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ remote control 지금 living room/dining table → 원래 living room/dining table irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The remote control was first on the living room dining table and is now on that table again. The potato was first on the kitchen countertop and was moved to the living room dining table.","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}},{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✗ remote control 지금 living room/dining table → 원래 living room/dining table irish potato 지금 bedroom/dresser → 원래 bedroom/desk 원문```json
{"reasoning": "The remote control was first observed on the dining table in the living room at t=90s and remains on the dining table (seen in the current view). The irish potato was first seen on the desk in the bedroom at t=150s, and was most recently placed inside the dresser drawer in the bedroom at t=330s.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "living room", "surface": "dining table"}},
{"category": "irish potato",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/dining table → 원래 living room/tv stand irish potato 지금 bedroom/floor → 원래 bedroom/dresser 원문{"reasoning":"The remote control is currently on the living room dining table (IMG 176) and was first seen on the living room tv stand (IMG 4). The irish potato is currently on the bedroom floor (IMG 125); its first recorded resting place was the bedroom dresser (IMG 116).","selections":[{"category":"remote control","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"tv stand"}},{"category":"irish potato","now":{"room":"bedroom","surface":"floor"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ remote control 지금 living room/desk → 원래 living room/tv stand irish potato 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The remote control is on the living-room desk in IMG 214; its earliest recorded location is the living-room tv stand in IMG 6. The potato is visible on the kitchen dining table in IMG 194; the earlier pickup at 300s places its initial location on the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"living room","surface":"desk"},"original":{"room":"living room","surface":"tv stand"}},{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No previous episodic memory turns were provided to locate the requested objects or determine their initial positions.",
"selections": [],
"abstain": true}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 bathroom/sink paper towel 지금 living room/dining table → 원래 kitchen/countertop boiler 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"All three requested objects are now on the dining table in the living room. The soap dispenser was first at the bathroom sink, while the paper towel and boiler were first on the kitchen countertop.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"bathroom","surface":"sink"}},{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The provided view does not reveal the soap bottle, paper towel roll, or kettle, and no earlier observations establish their current or first locations.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The requested objects (soap bottle, paper towel roll, and kettle) were never observed or interacted with in the recorded memory log, so their locations cannot be determined.",
"selections": [],
"abstain": true}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 living room/dining table paper towel 지금 living room/dining table → 원래 living room/dining table boiler 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The soap bottle, paper towel roll, and kettle were not moved during the recorded episode. They are visible on the living room dining table, so their current and first locations are the same.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}},{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}},{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode does not establish the current or initial locations of the soap bottle, paper towel roll, or kettle, and these objects are not identifiable in the current view.","selections":[],"abstain":true} |
| frames-uniform | ✗ soapdispenser 지금 bedroom/desk → 원래 bedroom/dresser paper towel 지금 bedroom/desk → 원래 living room/armchair boiler 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The soap bottle (soapdispenser) was first seen on the dresser in the bedroom (t=231.7s) and was later moved to the desk in the bedroom (t=463.4s). The paper towel roll was first seen on the armchair in the living room (t=77.2s) and was later seen on the desk in the bedroom (t=463.4s). The kettle (boiler) was seen on the countertop in the kitchen (t=308.9s) and remained there.",
"selections": [{"category": "soapdispenser",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "bedroom", "surface": "dresser"}},
{"category": "paper towel",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "living room", "surface": "armchair"}},
{"category": "boiler",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 bedroom/desk paper towel 지금 living room/dining table → 원래 bedroom/desk boiler 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The soap bottle and paper towel roll were first on the bedroom desk, while the kettle was first on the kitchen countertop. All three are now on the living-room dining table.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}},{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"desk"}},{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 방만 soapdispenser 지금 kitchen/countertop → 원래 bedroom/dresser paper towel 지금 kitchen/countertop → 원래 living room/armchair boiler 지금 living room/desk → 원래 bedroom/dresser 원문{"reasoning":"The soap bottle and kettle first appeared on the bedroom dresser, while the paper towel roll first appeared on the living-room armchair. The soap bottle and paper towel roll are now on the kitchen countertop, and the kettle is on the living-room desk.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"paper towel","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"armchair"}},{"category":"boiler","now":{"room":"living room","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{
"reasoning": "The memory does not contain any information about a kettle (boiler), making it impossible to determine its current or original location.",
"selections": [],
"abstain": true
}
``` | 기권 (없음) 원문{"reasoning":"The paper towel is on the office desk, but the memory does not identify the current or original locations of a soapdispenser or boiler, so the complete request cannot be determined reliably.","selections":[],"abstain":true} | ✗ soapdispenser 지금 kitchen/desk → 원래 bedroom/dresser paper towel 지금 kitchen/desk → 원래 kitchen/desk boiler 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The soap bottle is the pink soapdispenser, seen earlier on the bedroom dresser and later on the kitchen desk. The paper towel roll remains on the kitchen desk, and the kettle is the boiler that remains on the living room dining table.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"paper towel","now":{"room":"kitchen","surface":"desk"},"original":{"room":"kitchen","surface":"desk"}},{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | 기권 (없음) 원문```json
{"reasoning": "The kettle (boiler) is seen on the dining table in the living room at the end of the episode, but it was never observed in any earlier frame, making it impossible to determine its original location.",
"selections": [],
"abstain": true}
``` | ✗ soapdispenser 지금 living room/dining table → 원래 kitchen/countertop paper towel 지금 living room/dining table → 원래 living room/sofa boiler 지금 living room/dining table → 원래 kitchen/chair 원문{"reasoning":"The soapdispenser first appeared on the kitchen countertop, the paper towel first appeared on the living-room sofa, and the boiler first appeared on a kitchen chair. All three are now on the dining table in the living room.","selections":[{"category":"soapdispenser","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"sofa"}},{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"chair"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 bedroom/dresser paper towel 지금 kitchen/dining table → 원래 living room/armchair boiler 지금 living room/dining table → 원래 living room/sofa 원문{"reasoning":"The soap bottle first appeared on the bedroom dresser and is now on the kitchen dining table. The paper towel roll first appeared on the living room armchair and is now on the kitchen dining table. The kettle first appeared on the living room sofa and is now on the living room dining table.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}},{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| tagmem (ours) | ✗ soapdispenser 지금 kitchen/dining table → 원래 bedroom/dresser paper towel 지금 kitchen/dining table → 원래 living room/armchair 원문```json
{"reasoning": "The soap dispenser (soap bottle) was first seen on the bedroom dresser (IMG 38) and is currently on the kitchen dining table (IMG 71). The paper towel was first seen on the living room armchair (t=0s) and is currently on the kitchen dining table (IMG 71). There is no record of the kettle in memory, so it is omitted.",
"selections": [{"category": "soapdispenser",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dresser"}},
{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "living room", "surface": "armchair"}}],
"abstain": false}
``` | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/dining table paper towel 지금 kitchen/dining table → 원래 living room/armchair boiler 지금 living room/dining table → 원래 bedroom/dining table 원문{"reasoning":"The soap bottle (soapdispenser) was first and most recently seen on the kitchen dining table (IMG 136/138). The paper towel roll is now on the kitchen dining table (IMG 157) and was first seen on the living room armchair (IMG 2). The kettle (boiler) is now on the living room dining table in the current image and was first visible on the bedroom dining table (IMG 165).","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}},{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} | ✗ soapdispenser 지금 kitchen/dining table → 원래 kitchen/countertop paper towel 지금 kitchen/dining table → 원래 living room/armchair boiler 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The pink soap bottle is on the kitchen dining table (IMG 185), originally on the kitchen countertop (IMG 18). The paper towel roll is now on the kitchen dining table (IMG 194), first seen on the living room armchair (IMG 1). The kettle remains on the living room dining table (IMG 197 and current view), where it first appeared in IMG 15.","selections":[{"category":"soapdispenser","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}},{"category":"boiler","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |


























| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior conversation history or memory provided to determine where the key chain was originally located.",
"selections": [],
"abstain": true}
``` | ✗ key chain 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The key chain is currently on the dresser, which is also where it first appeared.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The key chain appears to be on a dresser in the bedroom, but no earlier view or movement history establishes where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문```json
{"reasoning": "The key chain was originally on the dining table in the living room before being moved to the countertop in the kitchen, and then finally placed on the dresser in the bedroom where it is currently located.",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The key chain is now on the dresser in the bedroom. It was first on the dining table in the living room.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The key chain first rested on the dining table in the living room. It was moved to the kitchen countertop and then to the bedroom dresser, where it is now.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| frames-uniform | ✗ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The key chain was first observed on the countertop in the kitchen (t=89.5s) and is currently located on the dresser in the bedroom (t=626.6s).",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 방만 key chain 지금 bedroom/dresser → 원래 living room/desk 원문{"reasoning":"The key chain first appeared on the living room desk. It was later moved via the kitchen countertop and ultimately placed on the bedroom dresser, where it remains.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"desk"}}],"abstain":false} | ✗ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain was first on the kitchen countertop and is now on the bedroom dresser.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ key chain 지금 kitchen/countertop → 원래 living room/dining table 원문```json
{"reasoning": "The key chain is currently located on the kitchen countertop after having been moved there from the living room dining table, which was its initial location.",
"selections": [{"category": "key chain",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain is currently on the bedroom dresser. It was first on the kitchen countertop before being moved.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The key chain first rested on the living room dining table. It was moved to the kitchen countertop and then to the bedroom dresser, where it is now.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문```json
{"reasoning": "At t=30.0s, the key chain was first observed on the dining table in the living room. It was moved to the kitchen countertop at t=110.0s, and by the final frames it is located on the dresser in the bedroom.",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The key chain is now on the dresser in the bedroom. It first appeared on the dining table in the living room.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The key chain first appeared on the dining table in the living room. It is now on the bedroom dresser.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문```json
{"reasoning": "The key chain is currently on the dresser in the bedroom (seen at t=600s, IMG 78/80). It was originally on the dining table in the living room at t=0s (IMG 2).",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The key chain is currently at the bedroom dresser (IMG 185). It was first seen on the living room dining table (IMG 2).","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The key chain is now on the bedroom dresser, visible beside the blue book in the current image. It first rested on the living room dining table, as shown in IMG 6 and IMG 8.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior history or earlier turns in memory to determine where the key chain was located just before its current position.",
"selections": [],
"abstain": true}
``` | 기권 key chain 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The current view suggests the key chain is at the dresser, but there is no earlier episode memory showing where it was immediately before its last move, so the requested original location cannot be determined reliably.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":true} | 기권 (없음) 원문{"reasoning":"The key chain appears to be on a bedroom dresser now, but no earlier view establishes where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The key chain was last moved from the countertop in the kitchen to the dresser in the bedroom. Therefore, it is currently on the dresser in the bedroom, and just before its last move it was on the countertop in the kitchen.",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain was last moved from the kitchen countertop to the bedroom dresser, so it is now on the dresser and should be returned to the countertop.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain was last moved from the kitchen countertop to the bedroom dresser, so its place just before the last move was the kitchen countertop.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문```json
{"reasoning": "In the current image (t=626.6s), the key chain is on the dresser in the bedroom. Previously, it was located on the dining table in the living room.",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain is now on the bedroom dresser. Immediately before its last move, it was on the kitchen countertop.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain was on the kitchen countertop before its last move and is now on the bedroom dresser beside the book.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ key chain 지금 kitchen/countertop → 원래 living room/dining table 원문```json
{
"reasoning": "The key chain is currently located on the kitchen countertop after being moved from the dining table in the living room.",
"selections": [
{
"category": "key chain",
"now": {
"room": "kitchen",
"surface": "countertop"
},
"original": {
"room": "living room",
"surface": "dining table"
}
}
],
"abstain": false
}
``` | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain is now on the bedroom dresser. Immediately before its last move, it was on the kitchen countertop.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain was last moved from the kitchen countertop to the bedroom dresser, so its place just before the last move was the kitchen countertop.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| vis-pure (MemER) | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The key chain is currently on the dresser in the bedroom. Prior to being moved to the bedroom dresser, it was located on the countertop in the kitchen.",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain is now on the bedroom dresser. Immediately before its last move, it was on the kitchen countertop.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The key chain was moved from the kitchen countertop to the bedroom dresser, where it is now. Its location just before that move was the kitchen countertop.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The timeline and memory index show that the key chain was previously placed on the kitchen countertop at t=90s (IMG 12) before later appearing on the bedroom dresser at t=600s (IMG 78, IMG 80). Therefore, its current location is bedroom / dresser, and its previous location just before the move was kitchen / countertop.",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ key chain 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The latest entry places the key chain at the bedroom dresser (IMG 185). Before its last relocation, it was on the kitchen countertop (IMG 169).","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ key chain 지금 bedroom/dresser → 원래 living room/dining table 원문{"reasoning":"The current image shows the key chain on the bedroom dresser. IMG 6 and IMG 8 show it on the living room dining table before it was picked up; no intermediate placement is recorded.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "The memory contains no prior observations or records of an egg, and none is visible in the current view.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current view does not reveal the egg's present location or where it was first located.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not reveal the egg's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ egg 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The egg was first picked up from the countertop in the kitchen and placed on the desk in the bedroom, where it currently remains.",
"selections": [{"category": "egg",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ egg 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The egg was moved from the kitchen countertop to the desk drawer in the bedroom. It is now on the desk and should be returned to where it first was: the kitchen countertop.","selections":[{"category":"egg","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ egg 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The egg was moved from the kitchen countertop to a drawer of the bedroom desk and was not moved again.","selections":[{"category":"egg","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ egg 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The egg was observed on the kitchen countertop and remained there throughout the episode.",
"selections": [{"category": "egg",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 방만 egg 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The egg was first on the kitchen countertop and is now on the bedroom dresser.","selections":[{"category":"egg","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 방만 egg 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The egg was first on the kitchen countertop, near the plate. It was later moved to the bedroom dresser, where it is now.","selections":[{"category":"egg","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ egg 지금 living room/cart → 원래 living room/cart 원문```json
{"reasoning": "The egg was initially located on the cart in the living room and has not been moved.",
"selections": [{"category": "egg",
"now": {"room": "living room", "surface": "cart"},
"original": {"room": "living room", "surface": "cart"}}],
"abstain": false}
``` | 방만 egg 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The egg is now in the bedroom dresser drawer. It was first on the kitchen countertop beside a plate.","selections":[{"category":"egg","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ egg 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The egg was first on the kitchen countertop beside the plate. It was moved to an open drawer beneath the black desk in the bedroom and has not moved since.","selections":[{"category":"egg","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| vis-pure (MemER) | 방만 egg 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The egg was first seen on the countertop in the kitchen (t=110.0s). Later, it is seen in the bedroom on the dresser (t=240.0s), where it remains.",
"selections": [{"category": "egg",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 방만 egg 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The egg first appeared on the kitchen countertop near the toaster. After subsequent moves, it is now on the bedroom dresser.","selections":[{"category":"egg","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ egg 지금 kitchen/countertop → 원래 bedroom/desk 원문{"reasoning":"The egg was first on the bedroom desk and was later moved to the kitchen countertop.","selections":[{"category":"egg","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ egg 지금 living room/desk → 원래 living room/cart 원문```json
{"reasoning": "The egg was initially seen on the cart in the living room at t=0s. It was later picked up from the kitchen countertop and placed into the desk in the living room at t=240s, where it currently remains.",
"selections": [{"category": "egg",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "living room", "surface": "cart"}}],
"abstain": false}
``` | ✗ egg 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The egg first appeared on the kitchen countertop (IMG 48). It was later tracked as the potato-like egg/irish potato, most recently on the living room tv stand at t=360s.","selections":[{"category":"egg","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ egg 지금 bedroom/desk → 원래 kitchen/countertop 원문{"reasoning":"The egg first lay on the kitchen countertop beside the plate (IMG 60). It was carried to the black desk and placed in its drawer (IMG 84 and IMG 86); IMG 146 identifies that desk as being in the bedroom.","selections":[{"category":"egg","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 remote control 지금 bedroom/dresser → 원래 bedroom/dresser 원문```json
{"reasoning": "The current view shows the robot at a dresser in the bedroom holding/interacting with the remote control. However, there is no prior episode history or memory provided in the context to determine where the remote control was originally located.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": true}
``` | ✗ remote control 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The remote control is currently on the dresser in the bedroom, which is also its first observed location.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The remote control appears to be on a bedroom dresser, but the available view does not establish where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ remote control 지금 living room/tv stand → 원래 living room/sofa 원문```json
{"reasoning": "The remote control was initially picked up from the sofa in the living room and placed on the tv stand in the living room, where it currently remains.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✓ remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The remote control was moved once, from the sofa in the living room to the tv stand in the living room. It is now on the tv stand and should be returned to its first location, the sofa.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✓ remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The remote control was moved from the sofa to the tv stand in the living room and was not moved again.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| frames-uniform | ✗ remote control 지금 bedroom/dresser → 원래 living room/sofa 원문```json
{"reasoning": "The remote control was initially seen on the sofa in the living room at t=0.0s. It was later moved to the dresser in the bedroom, where it currently rests.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ remote control 지금 bedroom/dresser → 원래 living room/sofa 원문{"reasoning":"The remote control first appeared on the living room sofa. It is now on the bedroom dresser.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ remote control 지금 bedroom/dresser → 원래 living room/sofa 원문{"reasoning":"The remote control was first on the living room sofa. It is now on the bedroom dresser.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The remote control is not mentioned anywhere in the robot's memory of the environment or past actions.",
"selections": [],
"abstain": true}
``` | 방만 remote control 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The remote control was observed on a sofa in the living room and was not moved during the episode, so its current and first locations are the same.","selections":[{"category":"remote control","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✓ remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The remote control first lay on the living room sofa's right cushion. It was moved to the left end of the living room tv stand and has not moved since.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| vis-pure (MemER) | ✗ remote control 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The remote control is currently on the dresser in the bedroom. It was first seen on the kitchen countertop.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ remote control 지금 bedroom/dresser → 원래 living room/tv stand 원문{"reasoning":"The remote control is now on the bedroom dresser. Earlier it was first located on the living-room TV stand.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | ✗ remote control 지금 bedroom/dresser → 원래 living room/sofa 원문{"reasoning":"The remote control first rested on the living room sofa. It was later moved to the TV stand and is now on the bedroom dresser.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| tagmem (ours) | ✗ remote control 지금 bedroom/dresser → 원래 living room/sofa 원문```json
{"reasoning": "The remote control was first located on the sofa in the living room (seen in IMG 0 / t=300s). It is currently on the dresser in the bedroom (seen in IMG 78 and current view).",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✓ remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The remote control was first on the living-room sofa (IMG 1/IMG 88). It was picked up and carried toward the living-room TV stand, where it was left before the robot handled other objects.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✓ remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The remote control was first on the living room sofa (IMG 110, also recorded at t=0). It was lifted from that sofa and placed on the living room TV stand at t=360s (IMG 128), its latest recorded location.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ mug 지금 bedroom/dresser → 원래 kitchen/countertop 원문```json
{"reasoning": "The mug was originally in the kitchen on the countertop and was moved to the bedroom dresser, where it is currently located.",
"selections": [{"category": "mug",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The mug is currently on the dresser in the bedroom, and its first observed location was the same dresser.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The available view does not establish where the mug first was, so I cannot determine its original location.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ mug 지금 bathroom/sink → 원래 bedroom/desk 원문```json
{"reasoning": "The mug was moved from the desk in the bedroom to the sink in the bathroom.",
"selections": [{"category": "mug",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✓ mug 지금 bathroom/sink → 원래 bedroom/desk 원문{"reasoning":"The mug was moved from the desk in the bedroom to the sink in the bathroom. Therefore, it is now on the bathroom sink and should be returned to its first location, the bedroom desk.","selections":[{"category":"mug","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} | ✓ mug 지금 bathroom/sink → 원래 bedroom/desk 원문{"reasoning":"The mug was moved from the desk in the bedroom to the sink in the bathroom and was not moved again.","selections":[{"category":"mug","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| frames-uniform | ✗ mug 지금 bedroom/dresser → 원래 bedroom/desk 원문```json
{"reasoning": "The mug was originally seen on the desk in the bedroom at t=268.6s. The robot picked it up at t=447.6s and placed it on the dresser in the bedroom by t=626.6s.",
"selections": [{"category": "mug",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | 방만 mug 지금 bathroom/sink → 원래 bedroom/dresser 원문{"reasoning":"The mug was first seen on the bedroom dresser. It was later carried to the bathroom and placed on the sink, where it remains.","selections":[{"category":"mug","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ mug 지금 kitchen/countertop → 원래 bedroom/desk 원문{"reasoning":"The mug first appeared on the bedroom desk beside the teddy bear. The robot later carried it away and placed it on the kitchen countertop.","selections":[{"category":"mug","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The memory contains no record or observation of a mug anywhere in the house.",
"selections": [],
"abstain": true}
``` | 방만 mug 지금 bathroom/sink → 원래 bedroom/dresser 원문{"reasoning":"The mug was first on the bedroom dresser beside the teddy bear. It was later moved to the kitchen countertop, returned to the dresser, and finally placed in the bathroom sink.","selections":[{"category":"mug","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ mug 지금 kitchen/countertop → 원래 bedroom/desk 원문{"reasoning":"The mug was first on the black desk in the bedroom. It was carried to the kitchen countertop near the plate and lettuce and was not moved again; the cup later taken to the bathroom was a separate object.","selections":[{"category":"mug","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| vis-pure (MemER) | ✓ mug 지금 bathroom/sink → 원래 bedroom/desk 원문```json
{"reasoning": "The mug was first seen resting on the desk in the bedroom (t=240.0s), and was later moved to the sink in the bathroom (t=480.0s), where it currently remains.",
"selections": [{"category": "mug",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The mug first appeared on the bedroom dresser. In the current view, it is again on the bedroom dresser.","selections":[{"category":"mug","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✓ mug 지금 bathroom/sink → 원래 bedroom/desk 원문{"reasoning":"The mug was first seen on the bedroom desk, later on the living room shelf, and last placed on the bathroom sink.","selections":[{"category":"mug","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✓ mug 지금 bathroom/sink → 원래 bedroom/desk 원문```json
{"reasoning": "The mug was initially located on the desk in the bedroom before being picked up at t=420s and placed into the bathroom sink at t=480s.",
"selections": [{"category": "mug",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ mug 지금 bathroom/sink → 원래 living room/dresser 원문{"reasoning":"The mug is now in the bathroom sink (IMG 146). Its first recorded location was the living room dresser (IMG 34).","selections":[{"category":"mug","now":{"room":"bathroom","surface":"sink"},"original":{"room":"living room","surface":"dresser"}}],"abstain":false} | ✓ mug 지금 bathroom/sink → 원래 bedroom/desk 원문{"reasoning":"The mug first appears on the black bedroom desk beside the teddy bear (IMG 49, confirmed by IMG 145). It was subsequently picked up there and placed on the bathroom sink at t=480s (IMG 165). The later kitchen sightings do not establish another move of this mug.","selections":[{"category":"mug","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No previous observations or memory turns are available to locate the cup, so its current and original locations cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The cup is currently on the bedroom dresser, but no earlier episode history is available to determine where it first was.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the cup's current location or where it first was; no earlier episode observations are available.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The query asks about the 'cup', but no cup was observed or manipulated during the episode (only a 'mug' was recorded, which is a separate category). Therefore, the location of the cup cannot be determined from memory.",
"selections": [],
"abstain": true}
``` | 방만 cup 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The cup was not moved during the episode and is currently visible on the dresser in the bedroom, so its first location is also the bedroom dresser.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ mug 지금 bathroom/sink → 원래 bedroom/desk 원문{"reasoning":"The cup refers to the mug moved from the bedroom desk to the bathroom sink. It has not moved again.","selections":[{"category":"mug","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| frames-uniform | ✗ cup 지금 kitchen/countertop → 원래 bedroom/desk 원문```json
{"reasoning": "The cup was first seen resting on the desk in the bedroom at t=268.6s. The robot then picked it up and placed it onto the kitchen countertop.",
"selections": [{"category": "cup",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ cup 지금 bathroom/sink → 원래 bedroom/dresser 원문{"reasoning":"The cup was first seen on the bedroom dresser. It was later carried into the bathroom and placed at the sink.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ cup 지금 kitchen/countertop → 원래 bedroom/desk 원문{"reasoning":"The cup was first on the bedroom desk. It was later carried to the kitchen and left on the countertop.","selections":[{"category":"cup","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk 원문```json
{"reasoning": "The cup was moved from the desk in the bedroom to the sink in the bathroom. Therefore, it is now in the bathroom sink and originally was on the bedroom desk.",
"selections": [{"category": "cup",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ cup 지금 living room/sofa → 원래 bedroom/dresser 원문{"reasoning":"The cup was first on the bedroom dresser and was later moved to the sofa in the second living room, where it remains.","selections":[{"category":"cup","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk 원문{"reasoning":"The cup was first on the right side of the black desk in the bedroom, distinct from the mug. It was moved to the right side of the bathroom sink and remains there.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| vis-pure (MemER) | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk 원문```json
{"reasoning": "The cup was first seen on the desk in the bedroom at t=240.0s. At t=480.0s, it was moved and placed on the sink in the bathroom, where it currently remains.",
"selections": [{"category": "cup",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | 방만 cup 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The cup first appeared on the bedroom dresser. After later moves, it is now back on that dresser, partly obscured by the robot.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk 원문{"reasoning":"The cup was first on the bedroom desk, then moved to the living room shelf, and finally to the bathroom sink.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | ✗ cup 지금 bedroom/dining table → 원래 living room/cart 원문```json
{"reasoning": "The cup (goblet) was first observed on the white wire cart in the living room (IMG 41). In the latest observation (IMG 73), it is located on the dining table in the bedroom.",
"selections": [{"category": "cup",
"now": {"room": "bedroom", "surface": "dining table"},
"original": {"room": "living room", "surface": "cart"}}],
"abstain": false}
``` | 방만 cup 지금 bedroom/desk → 원래 bedroom/dresser 원문{"reasoning":"The cup is currently on the bedroom desk (IMG 177). Its first recorded location was on the bedroom dresser (IMG 78).","selections":[{"category":"cup","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"IMG 200 shows the cup now on the bedroom desk. Its earliest supplied mention is at 150s on a dresser (IMG 53), but that entry does not establish the room. IMG 122 establishes only its location before the last move, not where it first was, so I cannot reliably identify the requested original location.","selections":[],"abstain":true} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No prior history or memory of the cup's previous locations is available in the context.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current view may show the cup on the bedroom dresser, but there is no earlier episode memory establishing where it was just before its last move.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the cup's current location or where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{
"reasoning": "The query asks about a cup, but the memory log only contains records for a key chain, an egg, a remote control, and a mug. Since no cup was observed or interacted with during the episode, its location cannot be determined.",
"selections": [],
"abstain": true
}
``` | 기권 (없음) 원문{"reasoning":"The cup appears to be on the dresser in the bedroom, but the episode record contains no move involving the cup, so its location just before its last move cannot be determined.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The record tracks a mug, but no cup. I cannot determine the cup's current location or where it was just before its last move.","selections":[],"abstain":true} |
| frames-uniform | 기권 (없음) 원문```json
{"reasoning": "The cup was originally seen on the desk in the bedroom (t=268.6s) and was picked up by the robot at t=447.6s. However, the subsequent snapshots do not show where the robot placed the cup, making its current location unknown.",
"selections": [],
"abstain": true}
``` | ✗ cup 지금 bathroom/sink → 원래 bedroom/dresser 원문{"reasoning":"The cup was picked up from the bedroom dresser and carried into the bathroom, where it was placed on the sink. Its location just before that move was the dresser.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ cup 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The cup is now on the bedroom dresser. Just before its last move, it was on the kitchen countertop.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk 원문```json
{"reasoning": "The cup that was moved was taken from the desk in the bedroom and placed into the sink in the bathroom. Therefore, it is currently in the bathroom sink and its previous location was on the desk in the bedroom.",
"selections": [{"category": "cup",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ cup 지금 living room/sofa → 원래 bedroom/dresser 원문{"reasoning":"The cup was last moved from the bedroom dresser to the sofa in the living room, so it is now on the sofa and should be returned to the dresser.","selections":[{"category":"cup","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk 원문{"reasoning":"The cup was moved from the right side of the bedroom's black desk to the bathroom sink, where it remains. Just before that move, it was on the desk.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| vis-pure (MemER) | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk 원문```json
{"reasoning": "The cup was seen on the desk in the bedroom (t=240.0s) before being moved to the sink in the bathroom (t=480.0s).",
"selections": [{"category": "cup",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ cup 지금 bedroom/dresser → 원래 bedroom/dining table 원문{"reasoning":"The cup is now on the bedroom dresser. Immediately before its last move, it was on the bedroom dining table.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} | ✗ cup 지금 bathroom/sink → 원래 living room/cart 원문{"reasoning":"The cup moved from the bedroom to the living room cart, then to the bathroom sink. Its location just before its last move was the cart.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"living room","surface":"cart"}}],"abstain":false} |
| tagmem (ours) | ✗ cup 지금 bedroom/dining table → 원래 bedroom/desk 원문```json
{"reasoning": "Based on the memory timeline and IMG 73, the cup is currently located on the dining table in the bedroom. Prior to its last move (at t=390s, IMG 54), it was on the desk in the bedroom.",
"selections": [{"category": "cup",
"now": {"room": "bedroom", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ cup 지금 bedroom/desk → 원래 bathroom/sink 원문{"reasoning":"The latest cup entry places it on the bedroom desk (IMG 177). Immediately before that last location change, it was in the bathroom sink (IMG 146).","selections":[{"category":"cup","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bathroom","surface":"sink"}}],"abstain":false} | 방만 cup 지금 bedroom/desk → 원래 living room/shelf 원문{"reasoning":"The cup's latest location is the bedroom desk in IMG 200. Just before its last location change, it was on the living room shelf in IMG 122.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"desk"},"original":{"room":"living room","surface":"shelf"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no record or visual evidence of an irish potato in memory or in the current view.",
"selections": [],
"abstain": true}
``` | ✗ irish potato 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"The potato is currently on the dresser in the bedroom, which is also where it first was.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The available view does not establish the potato's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The action history contains no record or observation of an irish potato, so its current and original locations cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not mention an irish potato, and its current and first locations cannot be determined from the available view.","selections":[],"abstain":true} | 기권 irish potato 지금 None/None → 원래 None/None 원문{"reasoning":"The episode does not record an irish potato or its initial location, and the current view does not establish its whereabouts.","selections":[{"category":"irish potato","now":{"room":null,"surface":null},"original":{"room":null,"surface":null}}],"abstain":true} |
| frames-uniform | ✗ irish potato 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The irish potato was observed on the kitchen countertop at t=89.5s and was not seen in any other location, making the kitchen countertop both its original and current location.",
"selections": [{"category": "irish potato",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ irish potato 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The irish potato first appeared on the kitchen countertop and was later placed on the living room tv stand, where it remains.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 방만 irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The potato was first on the kitchen countertop and was later moved to the bedroom dresser, where it is now.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | 방만 irish potato 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The robot moved an irish potato from the kitchen countertop into the desk drawer in the bedroom. To return it to where it first was, it needs to be retrieved from the desk in the bedroom and placed back onto the kitchen countertop.",
"selections": [{"category": "irish potato",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ irish potato 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The irish potato was first observed on the sofa in the second living room and remained there throughout the episode.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ irish potato 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The irish potato started on the living room sofa's right cushion and remained there when the remote control was moved.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| vis-pure (MemER) | ✗ irish potato 지금 living room/sofa → 원래 kitchen/countertop 원문```json
{"reasoning": "The irish potato first appeared on the kitchen countertop (t=110.0s), and was later observed on the sofa in the living room (t=320.0s), where it currently remains.",
"selections": [{"category": "irish potato",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ irish potato 지금 bedroom/chair → 원래 kitchen/countertop 원문{"reasoning":"The irish potato was first on the kitchen countertop near the toaster. It was later moved and is now on the chair in the bedroom.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"chair"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ irish potato 지금 living room/sofa → 원래 bedroom/chair 원문{"reasoning":"The potato was first on the bedroom chair and was later moved to the living room sofa, where it remains.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"chair"}}],"abstain":false} |
| tagmem (ours) | ✗ irish potato 지금 bedroom/armchair → 원래 living room/sofa 원문```json
{"reasoning": "The irish potato was initially seen on the sofa in the living room (IMG 39). Later at t=570s (IMG 73, IMG 74), it was seen in the bedroom resting on the armchair without the robot having moved it.",
"selections": [{"category": "irish potato",
"now": {"room": "bedroom", "surface": "armchair"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ irish potato 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"IMG 93 and IMG 95 clearly show the Irish potato resting on the living-room sofa. Later round fruit-like objects are ambiguous and no confirmed move of the potato is recorded, so its current and first known place are both the sofa.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ irish potato 지금 bedroom/chair → 원래 living room/sofa 원문{"reasoning":"The potato first appears on the living room sofa in IMG 110 and remains there in IMG 119. Its latest appearance is on the bedroom chair in IMG 201. The smooth brown object picked up from the kitchen countertop is an egg, not this potato.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"chair"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no record of an Irish potato in the robot's memory or current view.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current view suggests the potato may be on the bedroom dresser, but there is no prior episode history showing where it was just before its last move, so both required locations cannot be determined reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the potato's current location or where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The potato (irish potato) was not observed or interacted with at any point in the recorded history, so its current and prior locations are unknown.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not mention an irish potato, so neither its current location nor its location just before its last move can be determined.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The record does not mention an irish potato, and the current view does not establish its location or where it was just before its last move.","selections":[],"abstain":true} |
| frames-uniform | 기권 (없음) 원문```json
{"reasoning": "The potato (irish potato) was previously seen on the kitchen countertop at t=89.5s, but later disappeared from the countertop and its current location was never observed.",
"selections": [],
"abstain": true}
``` | 방만 irish potato 지금 bedroom/dresser → 원래 living room/shelf 원문{"reasoning":"The irish potato is now on the bedroom dresser; immediately before its latest move, it was on the shelf in the living room.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"shelf"}}],"abstain":false} | ✗ irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The potato was on the kitchen countertop before its last move and is now on the bedroom dresser.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ irish potato 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The irish potato that was moved is currently inside the bedroom desk drawer (desk surface). Just before this move, it was on the kitchen countertop.",
"selections": [{"category": "irish potato",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ irish potato 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The irish potato remained on the sofa in the second living room, so its current and immediately previous place are both that sofa.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ irish potato 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The irish potato was on the living-room sofa's right cushion and remained there when the remote control was removed. It was never moved, so its current and prior locations are the same.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| vis-pure (MemER) | ✗ irish potato 지금 living room/sofa → 원래 bedroom/desk 원문```json
{"reasoning": "The irish potato was previously seen on a desk in the bedroom before moving to the sofa in the living room, where it is currently located.",
"selections": [{"category": "irish potato",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "bedroom", "surface": "desk"}}],
"abstain": false}
``` | ✗ irish potato 지금 bedroom/dresser → 원래 bedroom/chair 원문{"reasoning":"The irish potato was on the bedroom chair immediately before its last move and is now on the bedroom dresser, partly obscured by the robot.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"chair"}}],"abstain":false} | ✗ irish potato 지금 living room/sofa → 원래 bedroom/desk 원문{"reasoning":"The potato was moved from the bedroom desk to the living room sofa, where it remains.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"desk"}}],"abstain":false} |
| tagmem (ours) | 방만 irish potato 지금 bedroom/armchair → 원래 living room/sofa 원문```json
{"reasoning": "The irish potato was previously observed on the sofa in the living room (IMG 39, 44). Later at t=570s (IMG 73, 74), it was seen on the armchair in the bedroom without robot intervention, indicating it moved from the living room sofa to the bedroom armchair.",
"selections": [{"category": "irish potato",
"now": {"room": "bedroom", "surface": "armchair"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ irish potato 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"IMG 95 shows the actual elongated Irish potato on the living-room sofa. The later round yellow/green items in IMG 104 and IMG 112 are apples, not the potato. No subsequent move of the potato is evidenced, so it remains on the sofa and should be returned there.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✓ irish potato 지금 bedroom/chair → 원래 living room/sofa 원문{"reasoning":"The potato is last visible on the bedroom chair in IMG 201. Before that move, it was on the living room sofa, as shown in IMG 119.","selections":[{"category":"irish potato","now":{"room":"bedroom","surface":"chair"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{
"reasoning": "The memory contains no earlier observations of the episode to determine where the key chain, egg, and remote control were first located, nor the current locations of the egg and remote control.",
"selections": [],
"abstain": true
}
``` | 기권 (없음) 원문{"reasoning":"The episode history needed to determine the current and first locations of the key chain, egg, and remote control is unavailable from the current view alone.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the current and first locations of the key chain, egg, or remote control, and no earlier episode observations are available.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 bedroom/desk → 원래 kitchen/countertop remote control 지금 living room/tv stand → 원래 living room/sofa 원문```json
{"reasoning": "The key chain was originally on the dining table in the living room and is currently on the dresser in the bedroom. The egg was originally on the countertop in the kitchen and is currently on the desk in the bedroom. The remote control was originally on the sofa in the living room and is currently on the tv stand in the living room.",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}},
{"category": "egg",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}},
{"category": "remote control",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 bedroom/desk → 원래 kitchen/countertop remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The key chain moved twice and is now on the bedroom dresser; it first was on the living room dining table. The egg is now on the bedroom desk and first was on the kitchen countertop. The remote control is now on the living room tv stand and first was on the living room sofa.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}},{"category":"egg","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 bedroom/desk → 원래 kitchen/countertop remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The key chain first rested on the living room dining table and is now on the bedroom dresser after two moves. The egg moved from the kitchen countertop to the bedroom desk drawer. The remote control moved from the living room sofa to the living room tv stand.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}},{"category":"egg","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| frames-uniform | ✗ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 kitchen/countertop → 원래 living room/cart remote control 지금 living room/tv stand → 원래 living room/sofa 원문```json
{
"reasoning": "The key chain was originally on the dining table in the living room (t=0.0s) and moved to the dresser in the bedroom (t=626.6s). The egg was first on the cart in the living room (t=0.0s) and moved to the countertop in the kitchen (t=89.5s). The remote control was first on the sofa in the living room (t=0.0s) before the robot moved it onto the tv stand in the living room (t=358.1s).",
"selections": [
{
"category": "key chain",
"now": {
"room": "bedroom",
"surface": "dresser"
},
"original": {
"room": "living room",
"surface": "dining table"
}
},
{
"category": "egg",
"now": {
"room": "kitchen",
"surface": "countertop"
},
"original": {
"room": "living room",
"surface": "cart"
}
},
{
"category": "remote control",
"now": {
"room": "living room",
"surface": "tv stand"
},
"original": {
"room": "living room",
"surface": "sofa"
}
}
],
"abstain": false
}
``` | ✗ key chain 지금 bedroom/dresser → 원래 living room/desk egg 지금 living room/coffee table → 원래 kitchen/countertop remote control 지금 living room/coffee table → 원래 living room/sofa 원문{"reasoning":"The key chain first appeared on the desk in the living room and is now on the bedroom dresser. The egg first appeared on the kitchen countertop and is now on the living-room coffee table. The remote control first appeared on the living-room sofa and is now on the coffee table.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"desk"}},{"category":"egg","now":{"room":"living room","surface":"coffee table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"living room","surface":"coffee table"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ key chain 지금 bedroom/dresser → 원래 kitchen/countertop egg 지금 bedroom/desk → 원래 kitchen/countertop remote control 지금 living room/shelf → 원래 living room/sofa 원문{"reasoning":"The key chain and egg began on the kitchen countertop. The key chain is now on the bedroom dresser, and the egg is on the bedroom desk. The remote control began on the living room sofa and is now on the living room shelf.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"egg","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"living room","surface":"shelf"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The remote control was never observed or recorded in memory, making it impossible to determine its current or original location.",
"selections": [],
"abstain": true}
``` | ✗ key chain 지금 bedroom/dresser → 원래 kitchen/countertop egg 지금 bedroom/dresser → 원래 kitchen/countertop remote control 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The key chain was moved from the kitchen countertop to the bedroom dresser. The egg was moved from the kitchen countertop to the bedroom dresser drawer. The remote control remained on a living room sofa, so its current and first locations are the same.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"egg","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 bedroom/desk → 원래 kitchen/countertop remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The key chain first lay on the living room dining table and is now on the bedroom dresser. The egg first lay on the kitchen countertop and is now in a drawer of the bedroom desk. The remote control first lay on the living room sofa and is now on the living room tv stand.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}},{"category":"egg","now":{"room":"bedroom","surface":"desk"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| vis-pure (MemER) | ✓ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 bedroom/desk → 원래 kitchen/countertop remote control 지금 living room/tv stand → 원래 living room/sofa 원문```json
{"reasoning": "The key chain was originally on the dining table in the living room and is now on the dresser in the bedroom. The egg was first observed on the countertop in the kitchen and is currently on the desk in the bedroom. The remote control was first located on the sofa in the living room and is now on the tv stand in the living room.",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}},
{"category": "egg",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}},
{"category": "remote control",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 bedroom/chair → 원래 kitchen/countertop remote control 지금 bedroom/dresser → 원래 bedroom/floor 원문{"reasoning":"The key chain first appeared on the living-room dining table and is now on the bedroom dresser. The egg first appeared on the kitchen countertop and is now on the bedroom chair. The remote control was first seen on the bedroom floor and is now on the bedroom dresser.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}},{"category":"egg","now":{"room":"bedroom","surface":"chair"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"floor"}}],"abstain":false} | ✗ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 living room/sofa → 원래 bedroom/chair remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The key chain first appeared on the living room dining table and is now on the bedroom dresser. The egg was moved from the bedroom chair to the living room sofa. The remote control was moved from the living room sofa to the TV stand.","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}},{"category":"egg","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"chair"}},{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| tagmem (ours) | ✗ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 living room/desk → 원래 living room/cart remote control 지금 bedroom/dresser → 원래 living room/sofa 원문```json
{"reasoning": "The key chain is currently on the bedroom dresser (last observed at t=600s) and first started on the dining table in the living room (t=0s). The egg is currently on the desk in the living room (placed at t=240s) and first started on the cart in the living room (t=0s). The remote control is currently on the bedroom dresser (last observed at t=600s) and first started on the sofa in the living room (t=300s).",
"selections": [{"category": "key chain",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "dining table"}},
{"category": "egg",
"now": {"room": "living room", "surface": "desk"},
"original": {"room": "living room", "surface": "cart"}},
{"category": "remote control",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ key chain 지금 bedroom/dresser → 원래 living room/dining table egg 지금 kitchen/countertop → 원래 kitchen/countertop remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The key chain is now at the bedroom dresser (IMG 185) and first appeared on the living-room dining table. The egg was picked up from—and first seen on—the kitchen countertop (IMG 48). The remote control was carried from the sofa toward the TV stand, so it is now at the living-room TV stand; it first appeared on the living-room sofa (IMG 1).","selections":[{"category":"key chain","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"dining table"}},{"category":"egg","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | 기권 remote control 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The key chain began on the living room dining table and was last carried to the kitchen countertop, but its placement is not confirmed. The egg began on the kitchen countertop; later notes mention a drawer without establishing its room or current location. The remote control was moved from the living room sofa to the TV stand, as shown in IMG 128. I cannot reliably determine both locations for every requested object.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":true} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior history or observation of a cup or an irish potato in the session memory, so their locations cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current and first locations of the cup and irish potato cannot be determined from the available episode memory.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not reveal the cup or the irish potato, and no earlier observations establish where either object first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The memory log does not contain any records or observations of the cup or the potato (irish potato), so their current and original locations cannot be determined.",
"selections": [],
"abstain": true}
``` | ✗ cup 지금 bedroom/dresser → 원래 bedroom/dresser irish potato 지금 bedroom/dresser → 원래 bedroom/dresser 원문{"reasoning":"Neither the cup nor the irish potato was moved during the recorded episode. Both are currently visible on the bedroom dresser, so their first locations are the same as their current locations.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"bedroom","surface":"dresser"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode record does not identify a cup or an irish potato, and the current view does not establish their locations. Neither their current nor their first locations can be determined.","selections":[],"abstain":true} |
| frames-uniform | 기권 (없음) 원문```json
{"reasoning": "The cup was originally on the desk in the bedroom and was picked up by the robot, but its current location after being released is not visible in memory. The potato was originally on the countertop in the kitchen, but it disappeared from the countertop and its current location was never observed.",
"selections": [],
"abstain": true}
``` | ✗ cup 지금 bathroom/sink → 원래 bedroom/dresser irish potato 지금 living room/coffee table → 원래 kitchen/countertop 원문{"reasoning":"The cup was first on the bedroom dresser and was later carried into the bathroom and placed on the sink. The irish potato was first on the kitchen countertop and was later moved to the living-room coffee table.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"irish potato","now":{"room":"living room","surface":"coffee table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ cup 지금 kitchen/countertop → 원래 bedroom/desk irish potato 지금 bedroom/dresser → 원래 kitchen/countertop 원문{"reasoning":"The cup first appeared on the bedroom desk and was later moved to the kitchen countertop. The potato first appeared on the kitchen countertop and is now on the bedroom dresser.","selections":[{"category":"cup","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"bedroom","surface":"desk"}},{"category":"irish potato","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk irish potato 지금 bedroom/desk → 원래 kitchen/countertop 원문```json
{"reasoning": "The cup was moved from the desk in the bedroom to the sink in the bathroom. The irish potato was moved from the kitchen countertop into the bedroom desk drawer.",
"selections": [{"category": "cup",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}},
{"category": "irish potato",
"now": {"room": "bedroom", "surface": "desk"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ cup 지금 living room/sofa → 원래 bedroom/dresser irish potato 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The cup was first on the bedroom dresser and is now on the living-room sofa. The irish potato was first observed on that sofa and remains there.","selections":[{"category":"cup","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk irish potato 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The cup was moved from the bedroom desk to the bathroom sink. The irish potato was on the living room sofa's right cushion initially and has not been moved.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}},{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| vis-pure (MemER) | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk irish potato 지금 living room/sofa → 원래 kitchen/countertop 원문```json
{"reasoning": "The cup was first seen on the desk in the bedroom (t=240.0s) and was moved to the sink in the bathroom (t=480.0s). The irish potato was first seen on the countertop in the kitchen (t=110.0s) and is currently on the sofa in the living room (t=320.0s).",
"selections": [{"category": "cup",
"now": {"room": "bathroom", "surface": "sink"},
"original": {"room": "bedroom", "surface": "desk"}},
{"category": "irish potato",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ cup 지금 bedroom/dining table → 원래 bedroom/dresser irish potato 지금 bedroom/chair → 원래 kitchen/countertop 원문{"reasoning":"The cup first appeared on the bedroom dresser and is now on the bedroom dining table. The potato first appeared on the kitchen countertop and is now on a bedroom chair.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"dresser"}},{"category":"irish potato","now":{"room":"bedroom","surface":"chair"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ cup 지금 bathroom/sink → 원래 bedroom/desk irish potato 지금 living room/sofa → 원래 bedroom/chair 원문{"reasoning":"The cup was first on the bedroom desk, later on the living room shelf, and finally at the bathroom sink. The potato was first on the bedroom chair and was moved to the living room sofa.","selections":[{"category":"cup","now":{"room":"bathroom","surface":"sink"},"original":{"room":"bedroom","surface":"desk"}},{"category":"irish potato","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"chair"}}],"abstain":false} |
| tagmem (ours) | ✗ cup 지금 bedroom/dining table → 원래 living room/cart irish potato 지금 bedroom/armchair → 원래 living room/sofa 원문```json
{"reasoning": "The cup was first observed on the cart in the living room and is currently on the dining table in the bedroom. The irish potato was first seen on the sofa in the living room and is currently resting on the armchair in the bedroom.",
"selections": [{"category": "cup",
"now": {"room": "bedroom", "surface": "dining table"},
"original": {"room": "living room", "surface": "cart"}},
{"category": "irish potato",
"now": {"room": "bedroom", "surface": "armchair"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ cup 지금 bedroom/desk → 원래 bathroom/sink irish potato 지금 kitchen/countertop → 원래 living room/sofa 원문{"reasoning":"The latest cup sighting is on the bedroom desk at t=570s; its first recorded location was the bathroom sink at t=120s. The irish potato was moved from the living-room sofa at t=300s, later picked up from the TV stand, and is latest seen on the kitchen countertop in IMG 112.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"desk"},"original":{"room":"bathroom","surface":"sink"}},{"category":"irish potato","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ cup 지금 bedroom/desk → 원래 living room/shelf irish potato 지금 bedroom/chair → 원래 kitchen/countertop 원문{"reasoning":"The cup is on the bedroom desk in IMG 200; its first recorded location is the living room shelf in IMG 112. The potato is on the bedroom chair in IMG 201; it was first picked up from the kitchen countertop at t=180s, before appearing on the sofa.","selections":[{"category":"cup","now":{"room":"bedroom","surface":"desk"},"original":{"room":"living room","surface":"shelf"}},{"category":"irish potato","now":{"room":"bedroom","surface":"chair"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |






























| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The butter knife is currently on the dining table in the kitchen, having previously been moved from the kitchen countertop.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The butter knife is now on the dining table; immediately before its last move, it was on the kitchen countertop.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; it does not establish where the butter knife was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ butter knife 지금 kitchen/dining table → 원래 living room/armchair 원문```json
{
"reasoning": "The butter knife was most recently moved from the armchair in the living room to the dining table in the kitchen, so its current location is the dining table in the kitchen and its location just before that move was the armchair in the living room.",
"selections": [
{
"category": "butter knife",
"now": {
"room": "kitchen",
"surface": "dining table"
},
"original": {
"room": "living room",
"surface": "armchair"
}
}
],
"abstain": false
}
``` | ✓ butter knife 지금 kitchen/dining table → 원래 living room/armchair 원문{"reasoning":"The butter knife is now on the kitchen dining table. Immediately before its last move, it was on the living room armchair.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} | ✓ butter knife 지금 kitchen/dining table → 원래 living room/armchair 원문{"reasoning":"The butter knife was last moved from the living room armchair to the kitchen dining table, so it should be returned to the armchair.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| frames-uniform | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The butter knife is currently on the dining table in the kitchen. Immediately prior to its last placement, it was resting on the kitchen countertop.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The butter knife is now on the kitchen dining table. Immediately before its last move, it was on the kitchen countertop.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The butter knife was on the kitchen countertop before its last move and is now on the kitchen dining table.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✓ butter knife 지금 kitchen/dining table → 원래 living room/armchair 원문```json
{"reasoning": "The butter knife was picked up from the armchair in the living room and moved onto the dining table in the kitchen, where it is currently located.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "living room", "surface": "armchair"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The butter knife was not observed or moved in the remembered episode, so neither its current location nor its location just before a move can be determined.","selections":[],"abstain":true} | ✓ butter knife 지금 kitchen/dining table → 원래 living room/armchair 원문{"reasoning":"The butter knife was moved from the kitchen dining table to the living-room armchair, then returned to the kitchen dining table. Just before its last move, it was on the armchair.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| vis-pure (MemER) | ✗ butter knife 지금 kitchen/dining table → 원래 bedroom/dresser 원문```json
{"reasoning": "The butter knife was previously on the dresser in the bedroom before the robot moved it to the dining table in the kitchen, where it is located now.",
"selections": [{"category": "butter knife",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dresser"}}],
"abstain": false}
``` | ✗ butter knife 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The butter knife is currently on the dining table. Immediately before its last move, it was on the kitchen countertop.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 방만 butter knife 지금 kitchen/countertop → 원래 living room/armchair 원문{"reasoning":"The butter knife was moved from the living room armchair to the kitchen countertop. Its location just before that move was the armchair.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| tagmem (ours) | ✗ butter knife 지금 kitchen/countertop → 원래 kitchen/dining table 원문```json
{
"reasoning": "The butter knife is currently on the kitchen countertop (seen at t=480s). Just before its move to the countertop, it was on the kitchen dining table.",
"selections": [
{
"category": "butter knife",
"now": {
"room": "kitchen",
"surface": "countertop"
},
"original": {
"room": "kitchen",
"surface": "dining table"
}
}
],
"abstain": false
}
``` | ✗ butter knife 지금 kitchen/countertop → 원래 kitchen/dining table 원문{"reasoning":"The latest entry (IMG 171) places the butter knife on the kitchen countertop; immediately before its last move, it was on the kitchen dining table (IMG 157).","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✓ butter knife 지금 kitchen/dining table → 원래 living room/armchair 원문{"reasoning":"The butter knife was picked up from the living room armchair at t=360s and carried into the kitchen. It is now on the dining table (IMG 164 and IMG 182), so its location just before its last move was the armchair.","selections":[{"category":"butter knife","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"armchair"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | ✗ vase 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The vase is located on the dining table in the kitchen, where it was originally placed.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ vase 지금 kitchen/countertop → 원래 kitchen/dining table 원문{"reasoning":"The vase is currently on the kitchen countertop; it was first on the kitchen dining table.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"Only the current view is available; I cannot determine where the vase first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ vase 지금 bedroom/dresser → 원래 living room/tv stand 원문```json
{"reasoning": "The vase was moved from the tv stand in the living room to the dresser in the bedroom, so it is currently on the dresser in the bedroom and was first on the tv stand in the living room.",
"selections": [{"category": "vase",
"now": {"room": "bedroom", "surface": "dresser"},
"original": {"room": "living room", "surface": "tv stand"}}],
"abstain": false}
``` | ✓ vase 지금 bedroom/dresser → 원래 living room/tv stand 원문{"reasoning":"The vase was moved from the living room tv stand to the bedroom dresser and was not moved again. Its first location was the tv stand.","selections":[{"category":"vase","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | ✓ vase 지금 bedroom/dresser → 원래 living room/tv stand 원문{"reasoning":"The vase was moved from the living room tv stand to the bedroom dresser and was not moved again.","selections":[{"category":"vase","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} |
| frames-uniform | ✗ vase 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{
"reasoning": "The vase is currently located on the countertop in the kitchen, where it was also originally located.",
"selections": [
{
"category": "vase",
"now": {
"room": "kitchen",
"surface": "countertop"
},
"original": {
"room": "kitchen",
"surface": "countertop"
}
}
],
"abstain": false
}
``` | ✗ vase 지금 bedroom/dresser → 원래 living room/floor 원문{"reasoning":"The vase was picked up from the living room floor and later placed on the bedroom dresser, where it remains.","selections":[{"category":"vase","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"floor"}}],"abstain":false} | ✗ vase 지금 living room/shelf → 원래 kitchen/dining table 원문{"reasoning":"The vase was first on the kitchen dining table and was moved to the shelf in the living room.","selections":[{"category":"vase","now":{"room":"living room","surface":"shelf"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ vase 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The vase was on the kitchen countertop and has remained there throughout the episode.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ vase 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The vase was first observed on the dining table and was not moved during the episode, so it remains there now.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode memory does not identify a vase or establish its current or first location, and the current view does not resolve these locations.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ vase 지금 kitchen/dining table → 원래 living room/tv stand 원문```json
{"reasoning": "In earlier frames (t=210.0s), the white vase was located on the tv stand in the living room. In the current view (t=538.6s / final image), the vase is now on the dining table in the kitchen.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "living room", "surface": "tv stand"}}],
"abstain": false}
``` | ✗ vase 지금 kitchen/countertop → 원래 kitchen/countertop 원문{"reasoning":"The vase is currently on the kitchen countertop, which is also where it first appeared.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ vase 지금 bedroom/dresser → 원래 living room/tv stand 원문{"reasoning":"The yellow vase was first on the living room TV stand and was later placed in a bedroom dresser drawer, where it remains.","selections":[{"category":"vase","now":{"room":"bedroom","surface":"dresser"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} |
| tagmem (ours) | ✗ vase 지금 kitchen/countertop → 원래 kitchen/countertop 원문```json
{"reasoning": "The vase is currently located on the kitchen countertop, as seen in the latest views (IMG 54 and current view). According to the timeline and memory entries (e.g. IMG 47), it was originally on the kitchen countertop as well.",
"selections": [{"category": "vase",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ vase 지금 kitchen/countertop → 원래 living room/dining table 원문{"reasoning":"The current view shows the vase on the kitchen countertop. Its earliest recorded location was the living room dining table at t=30s (IMG 12).","selections":[{"category":"vase","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ vase 지금 kitchen/countertop → 원래 living room/coffee table 원문{"reasoning":"The vase was first seen on the round living-room table in IMG 57. It is now on the kitchen countertop, visible in IMG 154 and the current view.","selections":[{"category":"vase","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"living room","surface":"coffee table"}}],"abstain":false} |

































| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no previous observation or memory of an irish potato in any room, nor is one visible in the current view.",
"selections": [],
"abstain": true}
``` | ✗ irish potato 지금 living room/tv stand → 원래 living room/sofa 원문{"reasoning":"The irish potato is now on the TV stand in the living room; it first rested on the sofa in the living room.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The current image does not reveal the potato’s location, and no earlier observation establishes where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The potato (irish potato) was moved from the countertop in the kitchen to the dining table in the living room, and it remained there for the rest of the episode.",
"selections": [{"category": "irish potato",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The potato was moved from the kitchen countertop to the living room dining table. It is now on the dining table and should be returned to its first location, the kitchen countertop.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The potato was moved from the kitchen countertop to the living room dining table and was not moved again.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The potato (irish potato) was seen on the dining table in the kitchen at t=280.1s and remained there throughout the episode (also seen at t=840.4s).",
"selections": [{"category": "irish potato",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The potato is currently on the kitchen dining table, which is also where it was first observed.","selections":[{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The potato first appears on the kitchen dining table at 280.1s and is still on that table at 840.4s, its last visible location.","selections":[{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ irish potato 지금 bathroom/toilet → 원래 kitchen/countertop 원문```json
{"reasoning": "The irish potato currently on the toilet in the bathroom was initially taken from the countertop in the kitchen before being moved across various tables.",
"selections": [{"category": "irish potato",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The moved irish potato is now on the white dining table in the living room. It was first beside the toaster on the kitchen countertop.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The moved irish potato was first on the kitchen countertop beside the toaster. I carried it to the brown-walled living room and placed it on the dining table, where it remains.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| vis-pure (MemER) | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The irish potato was initially located on the kitchen countertop (seen near/in the toaster at t=210.0s). Later at t=860.0s, it was placed on the kitchen dining table, where it currently remains.",
"selections": [{"category": "irish potato",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The irish potato was first seen on the kitchen countertop and was later moved to the kitchen dining table, where it remains now.","selections":[{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | 방만 irish potato 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The potato first appeared on the kitchen dining table, was moved to the countertop, and is now on the living room TV stand.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The irish potato was first seen at t=120s on the kitchen dining table. It was later picked up from the countertop, placed on the living room dining table, and ultimately observed back on the kitchen dining table (most recently seen at t=870s in IMG 102).",
"selections": [{"category": "irish potato",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✓ irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The moved Irish potato was first picked up from the kitchen countertop at t=180s. It was later placed on the living-room dining table at t=240s and remained there in IMG 64/67; the potato seen later on the kitchen table is a separate one.","selections":[{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ irish potato 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The potato is last visible on the kitchen dining table in IMG 326. It was first picked up from the kitchen countertop in front of the toaster at t=180s.","selections":[{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 paper towel 지금 living room/sofa → 원래 kitchen/countertop 원문```json
{"reasoning": "The paper towel roll is currently visible on the sofa in the living room. However, there are no prior episode turns or memory provided to determine where it was first located.",
"selections": [{"category": "paper towel",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode history needed to determine both the paper towel roll's current location and its first location is unavailable, and the current view alone does not establish them.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish where the paper towel roll first was or reliably identify its current location.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The action history contains no record or observation of the paper towel roll, so its initial location cannot be determined from memory.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The paper towel roll does not appear in the episode record, and its current and first locations cannot be determined reliably from the final view.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode record does not mention a paper towel roll, and the current view does not establish its current or first location.","selections":[],"abstain":true} |
| frames-uniform | ✗ paper towel 지금 living room/sofa → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll was first observed on the dining table in the kitchen (seen at t=140.0s). At the end of the episode (t=980.4s and final view), it is located on the sofa in the living room.",
"selections": [{"category": "paper towel",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The paper towel roll was first on the kitchen countertop and is now in the living room on the tv stand.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ paper towel 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was first on the kitchen dining table and is now on the living room TV stand.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel was observed on the dining table in the kitchen and has not been moved throughout the episode.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel remained on the kitchen/dining table throughout the episode, so its current and first locations are the same.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The white elongated object taken from the brown-walled living room's dining table was the paper towel roll. It was carried to the bathroom and placed on the right side of the closed toilet lid.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll is observed standing on the dining table in the kitchen (visible at t=860.0s) and has remained there throughout the episode.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was first seen upright on the kitchen dining table. By the end of the episode, it had been moved to the living-room TV stand, where the robot is positioned in the current view.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 living room/tv stand → 원래 bedroom/dining table 원문{"reasoning":"The paper towel roll was first on the white dining table with orange chairs in the bedroom. It was moved and is now on the living room TV stand.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel was observed on the dining table in the kitchen at t=660s, t=840s, and t=870s, and has not been moved.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll is currently on the kitchen dining table, and its first recorded location was also the kitchen dining table (IMG 225; confirmed in IMG 229).","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll first appears on the kitchen dining table (IMG 315 and IMG 316). Its latest recorded location is the living room dining table (IMG 346).","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "The query asks to return the paper towel to where it was just before its last move, but there is no prior memory of its previous location in the episode history.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode memory only shows the current view and does not reveal the paper towel roll’s current location or its location just before its last move.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The current view does not identify the paper towel roll, and no earlier location or move is available to determine where it was just before.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The action history does not mention a paper towel roll at all, so its previous location cannot be determined from memory.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not mention any move of the paper towel, and the current image does not establish both its current and immediately previous locations.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The record does not mention a paper towel roll or its last move, and the current image does not establish its current or previous location.","selections":[],"abstain":true} |
| frames-uniform | 기권 (없음) 원문```json
{"reasoning": "The paper towel roll is not observed anywhere in the robot's memory snapshots.",
"selections": [],
"abstain": true}
``` | ✗ paper towel 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The paper towel roll is now on the living room TV stand. Immediately before its last move, it was on the kitchen countertop.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ paper towel 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was on the kitchen dining table before its last move. It is now lying on the living room TV stand.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel was observed on the dining table in the kitchen and was not moved during the episode, so its current and prior locations are both the kitchen dining table.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll remained on the kitchen/dining table; no move of it was observed, so its current and immediately prior location are the same.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The white elongated object moved from the brown-walled living room's dining table to the right side of the closed bathroom toilet lid was the paper towel roll. Its location just before that move was the dining table.","selections":[{"category":"paper towel","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll is seen on the dining table in the kitchen (t=860.0s) and remains there.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was last seen on the kitchen dining table before being moved to the living room TV stand, where the robot is currently positioned.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 living room/tv stand → 원래 bathroom/toilet 원문{"reasoning":"The paper towel roll is now on the living room TV stand. Just before its last move, it was on the bathroom toilet.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} |
| tagmem (ours) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll is currently on the dining table in the kitchen (observed at t=870s in IMG 100). It was also on the kitchen dining table previously (IMG 76, IMG 98).",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll is currently on the kitchen dining table (latest sighting, IMG 229). Just before its latest recorded update, it was also on the kitchen dining table (IMG 225).","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The latest indexed location for the paper towel roll is the living room dining table (IMG 346). Its recorded location just before was also the living room dining table (IMG 341).","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior episode memory or history provided to determine where the salt shaker was originally located.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The salt shaker appears to be on the sofa in the living room, but its first location cannot be determined from the available memory.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The salt shaker appears to be on the living room sofa now, but no earlier view establishes where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The salt shaker was not interacted with or observed previously in the robot's memory log, so its original location cannot be determined.",
"selections": [],
"abstain": true}
``` | ✗ salt shaker 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The salt shaker was not moved during the episode and is visible on the sofa in the living room, so its current and first locations are the same.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The record does not mention a salt shaker, and the current image does not establish its current or original location.","selections":[],"abstain":true} |
| frames-uniform | ✗ salt shaker 지금 living room/sofa → 원래 living room/sofa 원문```json
{"reasoning": "The salt shaker is currently located on the sofa in the living room, where it has remained throughout the episode.",
"selections": [{"category": "salt shaker",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ salt shaker 지금 living room/sofa → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker is now on the sofa in the living room; it was first on the kitchen countertop.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ salt shaker 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker was first on the kitchen countertop and is now on the living room TV stand.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | 방만 salt shaker 지금 bedroom/dining table → 원래 bedroom/dining table 원문```json
{"reasoning": "The memory summary states that the salt shaker was observed on the dining table in the bedroom at the beginning of the episode and was never moved.",
"selections": [{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dining table"}}],
"abstain": false}
``` | ✗ salt shaker 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The salt shaker is visible on the sofa and was not moved during the episode, so its current and first locations are the same.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | 방만 salt shaker 지금 bedroom/dining table → 원래 bedroom/dining table 원문{"reasoning":"The salt shaker was first on the white dining table in the bedroom, and it was never moved during the episode.","selections":[{"category":"salt shaker","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ salt shaker 지금 living room/sofa → 원래 living room/sofa 원문```json
{"reasoning": "The salt shaker is first observed on the sofa in the living room at t=930.0s and remains on the sofa in the living room at the end of the episode.",
"selections": [{"category": "salt shaker",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ salt shaker 지금 living room/sofa → 원래 living room/dining table 원문{"reasoning":"The salt shaker is now on the sofa in the living room. It first appeared on the dining table in the living room.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ salt shaker 지금 living room/sofa → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker was first on the kitchen countertop and is now on the living room sofa.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✗ salt shaker 지금 living room/sofa → 원래 bedroom/dining table 원문```json
{"reasoning": "The salt shaker was initially observed on the dining table in the bedroom at t=0s (IMG 3). It is currently located on the sofa in the living room as seen at t=960s (IMG 112).",
"selections": [{"category": "salt shaker",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "bedroom", "surface": "dining table"}}],
"abstain": false}
``` | ✗ salt shaker 지금 living room/sofa → 원래 kitchen/dining table 원문{"reasoning":"The salt shaker is visible now on the living-room sofa. Its earliest visible location is the kitchen dining table in IMG 227.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ salt shaker 지금 living room/sofa → 원래 bedroom/dining table 원문{"reasoning":"The salt shaker was first on the bedroom dining table (IMG 1 and IMG 6). Its latest clear sighting places it on the living room sofa (IMG 345).","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{
"reasoning": "There is no prior visual or interaction history provided in memory to determine where the salt shaker was located just before its current placement.",
"selections": [],
"abstain": true
}
``` | ✗ salt shaker 지금 living room/sofa → 원래 living room/tv stand 원문{"reasoning":"The salt shaker is now visible on the sofa in the living room; immediately before its last move, it was on the TV stand.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"tv stand"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The salt shaker appears to be on the living room sofa, but the available memory does not establish where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The salt shaker was neither mentioned in the episode log nor observed earlier in the robot's memory, so its previous location cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The record contains no move or prior location for the salt shaker, so its location just before its last move cannot be determined reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode does not record a salt shaker or its last move, so I cannot determine its current location or where it was just before.","selections":[],"abstain":true} |
| frames-uniform | ✗ salt shaker 지금 living room/sofa → 원래 living room/dining table 원문```json
{"reasoning": "The salt shaker was initially located on the dining table in the living room (visible at t=0.0s, missing by t=840.4s). It has moved to the sofa in the living room (visible at t=980.4s).",
"selections": [{"category": "salt shaker",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ salt shaker 지금 living room/sofa → 원래 kitchen/countertop 원문{"reasoning":"The salt shaker is currently visible on the living-room sofa. Immediately before its last move, it was on the kitchen countertop.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ salt shaker 지금 living room/sofa → 원래 kitchen/dining table 원문{"reasoning":"The salt shaker is now on the living room sofa. Before its last move, it was on the kitchen dining table.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | 방만 salt shaker 지금 bedroom/dining table → 원래 bedroom/dining table 원문```json
{"reasoning": "The salt shaker was initially observed on the dining table in the bedroom and was not moved during the episode, so its current and previous locations are both the dining table in the bedroom.",
"selections": [{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dining table"}}],
"abstain": false}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not identify the salt shaker’s current location or its location immediately before its last move, and the current view does not resolve either location reliably.","selections":[],"abstain":true} | 방만 salt shaker 지금 bedroom/dining table → 원래 bedroom/dining table 원문{"reasoning":"The salt shaker was on the original room's white dining table and was never moved. That room contains the bed, identifying it as the bedroom.","selections":[{"category":"salt shaker","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ salt shaker 지금 living room/sofa → 원래 living room/sofa 원문```json
{"reasoning": "The salt shaker is located on the sofa in the living room, where it was also seen in earlier frames.",
"selections": [{"category": "salt shaker",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "living room", "surface": "sofa"}}],
"abstain": false}
``` | ✗ salt shaker 지금 living room/sofa → 원래 kitchen/dining table 원문{"reasoning":"The salt shaker is currently on the living-room sofa. Immediately before its last move, it was on the kitchen dining table.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ salt shaker 지금 living room/tv stand → 원래 bathroom/toilet 원문{"reasoning":"The salt shaker is now on the living room TV stand. Just before its last move, it was on the bathroom toilet.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} |
| tagmem (ours) | ✗ salt shaker 지금 living room/sofa → 원래 bedroom/dining table 원문```json
{
"reasoning": "The salt shaker is currently on the sofa in the living room (seen at t=900s, 930s, 960s). Prior to moving to the sofa, it was on the dining table in the bedroom (IMG 3, t=0s).",
"selections": [
{
"category": "salt shaker",
"now": {
"room": "living room",
"surface": "sofa"
},
"original": {
"room": "bedroom",
"surface": "dining table"
}
}
],
"abstain": false
}
``` | ✗ salt shaker 지금 living room/sofa → 원래 living room/dining table 원문{"reasoning":"The current image shows the salt shaker on the living-room sofa. Its last relocation was from the living-room dining table to the sofa, so the dining table is its immediately previous place.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ salt shaker 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"IMG 345 shows the salt shaker on the living room sofa. The previous-hop record, supported by IMG 339, also places it on the living room sofa just before its last change.","selections":[{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior episodic history provided in the memory to determine where the knife was originally located.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current and original locations of the knife cannot be determined reliably from the available episode memory.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the knife's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The knife is not mentioned in the action history, nor is its location known from the provided information.",
"selections": [],
"abstain": true}
``` | ✗ knife 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The knife was not moved during the episode, so its current visible location on the living-room sofa is also where it first was.","selections":[{"category":"knife","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The episode record does not mention the knife or establish where it first was, so I cannot determine its current and original locations reliably.","selections":[],"abstain":true} |
| frames-uniform | ✗ knife 지금 bedroom/floor → 원래 kitchen/countertop 원문```json
{"reasoning": "The knife was first seen in the kitchen on the countertop at t=140.0s. It was later seen on the floor in the bedroom at t=420.2s, where it remains.",
"selections": [{"category": "knife",
"now": {"room": "bedroom", "surface": "floor"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ knife 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The knife first appeared on the kitchen dining table and is now in the living room on the TV stand.","selections":[{"category":"knife","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ knife 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The knife was first on the kitchen countertop and is now on the living room TV stand.","selections":[{"category":"knife","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✗ knife 지금 living room/chair → 원래 bedroom/sofa 원문```json
{"reasoning": "The knife was initially located on the sofa in the bedroom. Later, it moved on its own to a chair in the living room.",
"selections": [{"category": "knife",
"now": {"room": "living room", "surface": "chair"},
"original": {"room": "bedroom", "surface": "sofa"}}],
"abstain": false}
``` | ✗ knife 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"The knife was first observed on the sofa and was not moved during the episode, so it remains there.","selections":[{"category":"knife","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | 방만 knife 지금 bedroom/sofa → 원래 bedroom/sofa 원문{"reasoning":"The knife was first seen on the tan sofa in the original room containing the bed, and it remained there throughout the episode.","selections":[{"category":"knife","now":{"room":"bedroom","surface":"sofa"},"original":{"room":"bedroom","surface":"sofa"}}],"abstain":false} |
| vis-pure (MemER) | ✗ knife 지금 living room/sofa → 원래 kitchen/countertop 원문```json
{"reasoning": "The knife was initially located on the countertop in the kitchen (seen at t=210.0s). It is currently located on the sofa in the living room (seen at t=930.0s).",
"selections": [{"category": "knife",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ knife 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The knife first appeared on the kitchen countertop and was later moved through the dining-table area. It is now at the TV stand in the living room.","selections":[{"category":"knife","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ knife 지금 living room/tv stand → 원래 living room/dining table 원문{"reasoning":"The knife was first on the living room dining table, then moved to the bathroom toilet, and finally to the living room TV stand.","selections":[{"category":"knife","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ knife 지금 living room/sofa → 원래 kitchen/dining table 원문```json
{"reasoning": "The knife was initially located on the dining table in the kitchen (IMG 16 at t=150s). It was last seen resting on the sofa in the living room (IMG 106, 107 at t=900s-930s).",
"selections": [{"category": "knife",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ knife 지금 living room/sofa → 원래 kitchen/dining table 원문{"reasoning":"The knife was last located on the living room sofa (IMG 250). Its first recorded location was the kitchen dining table at t=90s (IMG 23).","selections":[{"category":"knife","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ knife 지금 living room/sofa → 원래 kitchen/dining table 원문{"reasoning":"The knife was first recorded on the kitchen dining table (IMG 58), before being placed on the kitchen countertop at 180s. It is now on the living room sofa, clearly visible in IMG 345.","selections":[{"category":"knife","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There are no previous observations or memory turns provided in the episode history to determine where the spatula was originally located.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The available memory does not establish both the spatula's current location and where it first was.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish where the spatula first was, so I cannot determine its original location.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The spatula was not mentioned or interacted with in the memory log, and its location cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not mention the spatula, and the current image does not establish both its present location and where it first was.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode record does not mention a spatula, and the current image does not establish its current or first location.","selections":[],"abstain":true} |
| frames-uniform | ✓ spatula 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "In earlier snapshots of the kitchen, the spatula was initially on the countertop (seen near the cup at t=140.0s). Later at t=840.4s, it is located on the dining table in the kitchen, where it currently remains.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The spatula was first on the dining table in the kitchen and is now on the TV stand in the living room.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ spatula 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The spatula was first on the kitchen countertop, was moved to the kitchen dining table, and is now on the living room TV stand.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| rf-v3 (MEM) | ✓ spatula 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The spatula was first observed on the kitchen countertop and was later seen on the kitchen dining table, indicating it moved on its own.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | 방만 spatula 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The spatula is currently on the kitchen/dining table, and no movement of it was recorded, so its first location was also there.","selections":[{"category":"spatula","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 방만 spatula 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The spatula was first on the kitchen dining table and remained there throughout the episode.","selections":[{"category":"spatula","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✓ spatula 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The spatula was first seen on the kitchen countertop next to the loaf of bread (t=210.0s). It is currently on the dining table in the kitchen (t=860.0s).",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The spatula was first seen on the dining table and is now on the TV stand in the living room.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ spatula 지금 living room/tv stand → 원래 living room/dining table 원문{"reasoning":"The spatula was first on the living room dining table, then moved to the bathroom toilet, and is now on the living room TV stand.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✓ spatula 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The spatula was first seen on the countertop in the kitchen (t=180s, IMG 19). Later at t=840s and t=870s (IMG 98, IMG 102), it was observed on the dining table in the kitchen, where it remains now.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The spatula is currently on the living room dining table (latest sighting at t=930s). Its first recorded location was the kitchen dining table at t=870s.","selections":[{"category":"spatula","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 방만 spatula 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The spatula is visible on the kitchen dining table in IMG 315 and IMG 326. This is also its earliest identifiable resting location; the gray object by the gripper in IMG 60 is ambiguous.","selections":[{"category":"spatula","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior episodic memory provided in the conversation history to determine where the spatula was located before its last move.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode history does not provide enough information to determine both the spatula's current location and where it was immediately before its last move.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The spatula is not identifiable in the current view, and no earlier observation establishes where it was just before its last move.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The spatula was neither observed nor manipulated during the recorded episode, so its location history and current position cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record contains no move involving the spatula, and the current image does not establish both its present location and its location just before its last move.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode record does not mention a spatula or its movements, and the current image does not establish its current or previous location.","selections":[],"abstain":true} |
| frames-uniform | ✗ spatula 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The spatula was seen on the countertop in the kitchen at t=140.0s, and later moved to the dining table in the kitchen by t=840.4s.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The spatula was last seen on the kitchen dining table before being moved to the TV stand in the living room.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ spatula 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The spatula was on the kitchen dining table before its last move and is now on the living room TV stand.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "There are multiple spatulas in the environment (one on the kitchen countertop and one on the kitchen dining table) and neither has been moved, making it ambiguous which spatula is referred to and where it was just before.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The spatula is currently on the kitchen dining table, but the memory does not record any move of the spatula or its location just before its last move, so the requested original surface cannot be determined.","selections":[],"abstain":true} | ✗ spatula 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The spatula was the elongated white utensil carried from the brown-walled living room's dining table to the bathroom and placed on the right side of the closed toilet lid.","selections":[{"category":"spatula","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| vis-pure (MemER) | ✗ spatula 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The spatula was seen on the kitchen countertop at t=210.0s, and later observed on the kitchen dining table at t=860.0s.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/tv stand → 원래 bathroom/toilet 원문{"reasoning":"The spatula is now on the TV stand in the living room. Immediately before its last move, it was on the toilet in the bathroom.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} | ✗ spatula 지금 living room/tv stand → 원래 bathroom/toilet 원문{"reasoning":"The spatula was on the bathroom toilet before its last move to the living room TV stand, where it is now.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bathroom","surface":"toilet"}}],"abstain":false} |
| tagmem (ours) | ✗ spatula 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The spatula was first observed on the kitchen countertop (t=180s, IMG 19). Later, it was found moved to the kitchen dining table (t=840s, IMG 98 and t=870s, IMG 100/102), where it currently remains. Returning it to where it was just before its last move means returning it to the countertop in the kitchen.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/dining table → 원래 living room/dining table 원문{"reasoning":"The latest spatula entry places it on the living room dining table at t=930s (IMG 251). The PREV-HOP states that just before its last change, it was also on the living room dining table at t=900s (IMG 246).","selections":[{"category":"spatula","now":{"room":"living room","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ spatula 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"IMG 326 shows the spatula on the kitchen dining table at its latest observation. The previous location identified at t=840s in IMG 315 is also the kitchen dining table.","selections":[{"category":"spatula","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There are no previous observations or memory turns provided in the episode to determine where the pot was originally located.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not show the pot’s first location or clearly establish its current location.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the pot's current location or where it first was.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The pot was not mentioned or interacted with in any of the recorded events, and its location cannot be determined from memory or the current view.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not mention the pot, and the current image does not establish both its present location and where it first was.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The record describes an irish potato, not a pot. It does not establish the pot's current location or where it first was.","selections":[],"abstain":true} |
| frames-uniform | ✓ pot 지금 kitchen/countertop → 원래 kitchen/dining table 원문```json
{"reasoning": "The pot was first seen resting on the dining table in the kitchen (visible at t=280.1s). Later, at t=840.4s, it had moved onto the kitchen countertop.",
"selections": [{"category": "pot",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✓ pot 지금 kitchen/countertop → 원래 kitchen/dining table 원문{"reasoning":"The pot was first on the kitchen dining table and was later moved to the kitchen countertop, where it remains.","selections":[{"category":"pot","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ pot 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The pot was first on the kitchen dining table. It is now on the living room TV stand, beneath the television.","selections":[{"category":"pot","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The memory summary contains no record or observation of a pot anywhere in the house during the episode.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode memory does not identify a pot or establish either its current location or its first location.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode memory does not identify a pot or establish its current or first location.","selections":[],"abstain":true} |
| vis-pure (MemER) | ✗ pot 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{
"reasoning": "The pot was initially located on the kitchen countertop (t=210.0s). The robot moved it to the dining table in the living room (t=250.0s, t=640.0s), where it remains.",
"selections": [
{
"category": "pot",
"now": {
"room": "living room",
"surface": "dining table"
},
"original": {
"room": "kitchen",
"surface": "countertop"
}
}
],
"abstain": false
}
``` | ✗ pot 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The pot first appeared on the dining table in the kitchen. It is now on the TV stand in the living room.","selections":[{"category":"pot","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ pot 지금 living room/tv stand → 원래 living room/dining table 원문{"reasoning":"The pot was first on the living room dining table. It was subsequently moved and is now on the living room TV stand.","selections":[{"category":"pot","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✓ pot 지금 kitchen/countertop → 원래 kitchen/dining table 원문```json
{"reasoning": "Based on memory entry [IMG 95] at t=810s, the pot is currently on the kitchen countertop. Its first recorded location at t=90s ([IMG 11]) was on the dining table in the kitchen.",
"selections": [{"category": "pot",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ pot 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The pot is currently visible on the lower shelf of the TV stand in the final living-room view. Its first location was the kitchen countertop.","selections":[{"category":"pot","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ pot 지금 kitchen/countertop → 원래 kitchen/dining table 원문{"reasoning":"The pot first appears on the kitchen dining table in IMG 34, also clearly visible in IMG 103. Its latest recorded location is the kitchen countertop in IMG 318.","selections":[{"category":"pot","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "No prior episode memory or history turns were provided in this conversation, making it impossible to determine the current location of the unseen potato or the original locations of the requested objects.", "selections": [], "abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode memory contains only the current view and no earlier observations, so the first locations of the remote controls and potato cannot be determined reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"Only the current view is available; no earlier locations are recorded. I cannot determine where the remote controls and potato first were, or reliably locate all of them now.","selections":[],"abstain":true} |
| textlog (oracle) | ✓ remote control 지금 bedroom/tv stand → 원래 bedroom/dining table remote control 지금 bathroom/toilet → 원래 living room/dining table irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "Remote control #1 was first on the dining table in the bedroom and ended on the tv stand in the bedroom. Remote control #2 was first on the dining table in the living room and ended on the toilet in the bathroom. The potato (irish potato) was first on the countertop in the kitchen and ended on the dining table in the living room.",
"selections": [{"category": "remote control",
"now": {"room": "bedroom", "surface": "tv stand"},
"original": {"room": "bedroom", "surface": "dining table"}},
{"category": "remote control",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "dining table"}},
{"category": "irish potato",
"now": {"room": "living room", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✓ remote control 지금 bedroom/tv stand → 원래 bedroom/dining table remote control 지금 bathroom/toilet → 원래 living room/dining table irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"Remote control #1 is now on the bedroom tv stand and first was on the bedroom dining table. Remote control #2 is now on the bathroom toilet and first was on the living room dining table. The potato is now on the living room dining table and first was on the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"tv stand"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"remote control","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}},{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✓ remote control 지금 bedroom/tv stand → 원래 bedroom/dining table remote control 지금 bathroom/toilet → 원래 living room/dining table irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"Remote control #1 moved from the bedroom dining table to the kitchen chair, then to the bedroom tv stand. Remote control #2 moved from the living room dining table to the bathroom toilet. The potato moved from the kitchen countertop to the living room dining table. Return each to its first location.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"tv stand"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"remote control","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}},{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| frames-uniform | 기권 (없음) 원문```json
{"reasoning": "The robot is seen holding a remote control at t=140.0s without any prior snapshot showing where it was originally picked up from. Therefore, its initial location cannot be determined from memory.",
"selections": [],
"abstain": true}
``` | ✗ remote control 지금 living room/sofa → 원래 living room/tv stand remote control 지금 living room/sofa → 원래 living room/tv stand irish potato 지금 kitchen/dining table → 원래 kitchen/dining table 원문{"reasoning":"The remote controls are currently on the living-room sofa and were first on the living-room TV stand. The potato remains on the kitchen dining table, which is also where it was first observed.","selections":[{"category":"remote control","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"tv stand"}},{"category":"remote control","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"tv stand"}},{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The snapshots show a potato on the kitchen dining table and apparent remote controls in the living room, but they do not clearly establish each remote's first location or whether the potato was moved after its last visible appearance. I cannot reliably determine all required current and original locations.","selections":[],"abstain":true} |
| rf-v3 (MEM) | ✗ remote control 지금 kitchen/countertop → 원래 bedroom/dining table irish potato 지금 kitchen/dining table → 원래 kitchen/countertop irish potato 지금 bathroom/toilet → 원래 living room/dining table 원문```json
{"reasoning": "The remote control was originally picked up from the dining table in the bedroom and placed on the kitchen countertop. The first irish potato was moved from the kitchen countertop to the bedroom dining table and then to the kitchen dining table. The second irish potato was moved from the living room dining table to the bathroom toilet.",
"selections": [{"category": "remote control",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "bedroom", "surface": "dining table"}},
{"category": "irish potato",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}},
{"category": "irish potato",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "living room", "surface": "dining table"}}],
"abstain": false}
``` | ✗ remote control 지금 kitchen/dining table → 원래 living room/dining table irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The remote control was moved from the white dining table in the living room to the kitchen dining table. The irish potato was moved from beside the toaster on the kitchen countertop to the white dining table in the living room.","selections":[{"category":"remote control","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"living room","surface":"dining table"}},{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ remote control 지금 bedroom/tv stand → 원래 bedroom/dining table irish potato 지금 living room/dining table → 원래 kitchen/countertop 원문{"reasoning":"The remote control first rested on the bedroom dining table and, after an intermediate stop at the kitchen chair, is now on the bedroom tv stand shelf. The moved irish potato first rested on the kitchen countertop beside the toaster and is now on the living room dining table.","selections":[{"category":"remote control","now":{"room":"bedroom","surface":"tv stand"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"irish potato","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| vis-pure (MemER) | ✗ remote control 지금 living room/tv stand → 원래 living room/dining table irish potato 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The remote control was first seen on the dining table in the living room before being moved to the tv stand in the living room. The potato was first seen on the kitchen countertop before being moved to the dining table in the kitchen.",
"selections": [{"category": "remote control",
"now": {"room": "living room", "surface": "tv stand"},
"original": {"room": "living room", "surface": "dining table"}},
{"category": "irish potato",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/sofa → 원래 kitchen/dining table remote control 지금 living room/tv stand → 원래 kitchen/dining table irish potato 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The two remote controls first appeared on the kitchen dining table and are now split between the living-room sofa and TV stand. The potato first appeared on the kitchen countertop and is now on the living-room TV stand.","selections":[{"category":"remote control","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"irish potato","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ remote control 지금 living room/tv stand → 원래 bedroom/dining table irish potato 지금 kitchen/countertop → 원래 kitchen/dining table 원문{"reasoning":"The remote control first rested on the bedroom dining table and is now on the living room TV stand. The potato first rested on the kitchen dining table and was moved to the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"irish potato","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ remote control 지금 bathroom/toilet → 원래 bedroom/dining table irish potato 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "The remote control was first located on the dining table in the bedroom (t=0s/30s) and is currently on the toilet in the bathroom (t=780s). The irish potato was picked up from the kitchen countertop (t=180s) and placed on the kitchen dining table, where it currently resides (t=270s-870s).",
"selections": [{"category": "remote control",
"now": {"room": "bathroom", "surface": "toilet"},
"original": {"room": "bedroom", "surface": "dining table"}},
{"category": "irish potato",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ remote control 지금 living room/sofa → 원래 bedroom/dining table irish potato 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The remote control is currently on the living-room sofa, as confirmed by the current view; its first recorded location was the bedroom dining table. The Irish potato was last seen on the kitchen dining table (IMG 225), and its first recorded location was the kitchen countertop.","selections":[{"category":"remote control","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ remote control 지금 living room/tv stand → 원래 bedroom/dining table irish potato 지금 kitchen/dining table → 원래 kitchen/countertop 원문{"reasoning":"The remote control first appeared on the bedroom dining table at t=30s; the long remote is now on the living room TV stand, visible in IMG 354 and the current view. The potato was picked up from the kitchen countertop at t=180s and is now on the kitchen dining table, visible in IMG 326.","selections":[{"category":"remote control","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"irish potato","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "There is no prior episode history or memory available to determine the current or initial locations of the paper towel, salt shaker, and knife.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode history needed to determine the current and first locations of the paper towel, salt shaker, and knife is unavailable.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the current or first locations of the paper towel roll, salt shaker, or knife, and no earlier episode observations are available.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "None of the requested objects (paper towel, salt shaker, knife) were interacted with or observed during the episode, so their locations cannot be determined.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record does not mention moving the paper towel, salt shaker, or knife, and the current image does not establish their locations or original surfaces reliably.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode record does not mention the paper towel, salt shaker, or knife, and the current image does not establish their current or first locations.","selections":[],"abstain":true} |
| frames-uniform | 기권 (없음) 원문```json
{"reasoning": "The requested object 'paper towel' was never observed during the episode, making it impossible to determine its current and original locations.",
"selections": [],
"abstain": true}
``` | ✗ paper towel 지금 kitchen/countertop → 원래 kitchen/dining table salt shaker 지금 living room/sofa → 원래 kitchen/dining table knife 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The three objects first appeared on the kitchen dining table. At the end, the paper towel roll is on the kitchen countertop, the salt shaker is on the living-room sofa, and the knife is on the living-room TV stand.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"knife","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 기권 (없음) 원문{"reasoning":"The snapshots do not clearly establish both the current and first locations of the paper towel roll, salt shaker, and knife. I cannot reliably determine the requested return locations.","selections":[],"abstain":true} |
| rf-v3 (MEM) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table salt shaker 지금 bedroom/dining table → 원래 bedroom/dining table knife 지금 bedroom/sofa → 원래 bedroom/sofa 원문```json
{"reasoning": "The paper towel is currently on the kitchen dining table, where it was first observed. The salt shaker is currently on the bedroom dining table, where it was first observed. The knife is currently on the sofa in the bedroom, where it was first observed.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "salt shaker",
"now": {"room": "bedroom", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "dining table"}},
{"category": "knife",
"now": {"room": "bedroom", "surface": "sofa"},
"original": {"room": "bedroom", "surface": "sofa"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table salt shaker 지금 kitchen/countertop → 원래 kitchen/countertop knife 지금 living room/sofa → 원래 living room/sofa 원문{"reasoning":"None of the queried objects was moved during the episode. The paper towel remains on the kitchen dining table, the salt shaker remains on the kitchen countertop, and the knife remains on the living-room sofa, so each should be returned to that same first location.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"salt shaker","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"knife","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"sofa"}}],"abstain":false} | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table salt shaker 지금 bedroom/dining table → 원래 bedroom/dining table knife 지금 bedroom/sofa → 원래 bedroom/sofa 원문{"reasoning":"The paper towel roll remained on the kitchen dining table, the salt shaker remained on the original bedroom's dining table, and the knife remained on that bedroom's sofa. None of these objects was moved during the episode.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"salt shaker","now":{"room":"bedroom","surface":"dining table"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"knife","now":{"room":"bedroom","surface":"sofa"},"original":{"room":"bedroom","surface":"sofa"}}],"abstain":false} |
| vis-pure (MemER) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table salt shaker 지금 living room/sofa → 원래 living room/sofa knife 지금 living room/sofa → 원래 living room/chair 원문```json
{"reasoning": "The paper towel roll is on the dining table in the kitchen, where it was first seen. The salt shaker is on the sofa in the living room, where it was first seen. The knife was first seen on a chair in the living room (t=640.0s) and was later moved to the sofa in the living room (t=930.0s), where it currently remains.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "salt shaker",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "living room", "surface": "sofa"}},
{"category": "knife",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "living room", "surface": "chair"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table salt shaker 지금 living room/sofa → 원래 living room/dining table knife 지금 living room/tv stand → 원래 living room/dining table 원문{"reasoning":"The paper towel roll is on the kitchen dining table; its first observed place was also the kitchen dining table. The salt shaker is now on the living-room sofa and was first on the living-room dining table. The knife is now on the living-room TV stand and was first on the living-room dining table.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"living room","surface":"dining table"}},{"category":"knife","now":{"room":"living room","surface":"tv stand"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 living room/tv stand → 원래 bedroom/dining table salt shaker 지금 living room/sofa → 원래 bedroom/dining table knife 지금 bathroom/toilet → 원래 living room/dining table 원문{"reasoning":"The paper towel roll started on the bedroom dining table and is now on the living-room TV stand. The salt shaker started on that bedroom dining table and is now on the living-room sofa. The knife was on the living-room dining table before being placed on the bathroom toilet.","selections":[{"category":"paper towel","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"knife","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"living room","surface":"dining table"}}],"abstain":false} |
| tagmem (ours) | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table salt shaker 지금 living room/sofa → 원래 bedroom/dining table knife 지금 living room/sofa → 원래 kitchen/dining table 원문```json
{"reasoning": "The paper towel roll was first seen on the dining table in the kitchen and is still there. The salt shaker was first seen on the dining table in the bedroom at t=0s and is now on the sofa in the living room. The knife was first seen on the dining table in the kitchen at t=150s and is currently on the sofa in the living room.",
"selections": [{"category": "paper towel",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "dining table"}},
{"category": "salt shaker",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "bedroom", "surface": "dining table"}},
{"category": "knife",
"now": {"room": "living room", "surface": "sofa"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ paper towel 지금 kitchen/dining table → 원래 kitchen/dining table knife 지금 living room/sofa → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll is currently on the kitchen dining table and was first seen there (IMG 225/229). The knife is currently on the living room sofa (IMG 250) and was first seen on the kitchen dining table (IMG 23). No indexed evidence identifies the salt shaker's locations.","selections":[{"category":"paper towel","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"knife","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ paper towel 지금 living room/dining table → 원래 kitchen/dining table salt shaker 지금 living room/sofa → 원래 bedroom/dining table knife 지금 living room/sofa → 원래 kitchen/dining table 원문{"reasoning":"The paper towel roll was first on the kitchen dining table (IMG 315) and is last recorded on the living room dining table (IMG 346). The salt shaker was first on the bedroom dining table (IMG 1) and later on the living room sofa (IMG 345). The knife was first recorded on the kitchen dining table (IMG 58), before its countertop placement, and is now on the living room sofa (IMG 345).","selections":[{"category":"paper towel","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"salt shaker","now":{"room":"living room","surface":"sofa"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"knife","now":{"room":"living room","surface":"sofa"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| 전략 | flash-3.7 | gpt-5.6-sol | gpt-6-astra |
|---|---|---|---|
| blind | 기권 (없음) 원문```json
{"reasoning": "The query asks for the original and current locations of the spatula and the pot, but there is no prior episode history provided in the conversation memory, and neither object is visible in the current view.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The current view does not reveal the spatula or pot, and there is no earlier episode memory available to determine their current and first locations.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The available view does not establish the current locations or first locations of the spatula and pot, and no earlier episode observations are available.","selections":[],"abstain":true} |
| textlog (oracle) | 기권 (없음) 원문```json
{"reasoning": "The memory log and current camera view contain no information or observations regarding a spatula or a pot.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The episode record and current view do not establish the locations of the spatula or pot, either now or at the start of the episode.","selections":[],"abstain":true} | 기권 (없음) 원문{"reasoning":"The episode record does not mention the spatula or the pot, and the current image does not establish their current or initial locations. I cannot determine where to retrieve or return either object.","selections":[],"abstain":true} |
| frames-uniform | ✗ spatula 지금 kitchen/dining table → 원래 bedroom/floor pot 지금 kitchen/countertop → 원래 kitchen/dining table 원문```json
{"reasoning": "The pot was first seen on the dining table in the kitchen (t=140.0s, t=280.1s) and later moved to the kitchen countertop (t=840.4s), where it currently is. The spatula was first seen resting on the floor in the bedroom (t=420.2s) and later relocated to the dining table in the kitchen (t=840.4s), where it currently is.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "bedroom", "surface": "floor"}},
{"category": "pot",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | 방만 spatula 지금 kitchen/dining table → 원래 kitchen/dining table pot 지금 kitchen/countertop → 원래 kitchen/dining table 원문{"reasoning":"The spatula is currently on the kitchen dining table, while the pot is currently on the kitchen countertop. Both were first located on the kitchen dining table.","selections":[{"category":"spatula","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"pot","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | ✗ spatula 지금 kitchen/dining table → 원래 kitchen/countertop pot 지금 living room/tv stand → 원래 kitchen/dining table 원문{"reasoning":"The spatula was first on the kitchen countertop and was moved to the kitchen dining table. The pot was first on the kitchen dining table and is now on the living room TV stand.","selections":[{"category":"spatula","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"countertop"}},{"category":"pot","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |
| rf-v3 (MEM) | 기권 (없음) 원문```json
{"reasoning": "The object 'pot' was never observed or mentioned during the episode, so its current and original locations cannot be determined from memory.",
"selections": [],
"abstain": true}
``` | 기권 (없음) 원문{"reasoning":"The spatula is currently on the kitchen dining table, but its first location is not established. The pot's current and first locations are also not established, so both requested returns cannot be determined reliably.","selections":[],"abstain":true} | 기권 spatula 지금 kitchen/dining table → 원래 kitchen/dining table pot 지금 kitchen/countertop → 원래 kitchen/countertop 원문{"reasoning":"The spatula is still on the kitchen dining table, where it first was. The pot's current and original locations cannot be determined from memory; its listed locations are unverified placeholders, so I abstain.","selections":[{"category":"spatula","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"pot","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":true} |
| vis-pure (MemER) | 방만 spatula 지금 kitchen/dining table → 원래 kitchen/countertop pot 지금 kitchen/dining table → 원래 kitchen/countertop 원문```json
{"reasoning": "In the earlier frames, the spatula and the pot were initially located on the kitchen countertop (t=210.0s). Later, by t=860.0s, both objects were moved onto the dining table in the kitchen, where they currently remain.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}},
{"category": "pot",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}}],
"abstain": false}
``` | ✗ spatula 지금 bathroom/toilet → 원래 kitchen/dining table pot 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The spatula first appeared on the kitchen dining table and was later left on the bathroom toilet. The pot first appeared on the kitchen countertop and was ultimately moved to the living-room TV stand.","selections":[{"category":"spatula","now":{"room":"bathroom","surface":"toilet"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"pot","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} | ✗ spatula 지금 living room/tv stand → 원래 bedroom/dining table pot 지금 living room/tv stand → 원래 kitchen/countertop 원문{"reasoning":"The spatula first appeared on the bedroom dining table, and the pot first appeared on the kitchen countertop. Both are now on the living room TV stand.","selections":[{"category":"spatula","now":{"room":"living room","surface":"tv stand"},"original":{"room":"bedroom","surface":"dining table"}},{"category":"pot","now":{"room":"living room","surface":"tv stand"},"original":{"room":"kitchen","surface":"countertop"}}],"abstain":false} |
| tagmem (ours) | ✓ spatula 지금 kitchen/dining table → 원래 kitchen/countertop pot 지금 kitchen/countertop → 원래 kitchen/dining table 원문```json
{"reasoning": "The spatula is currently on the dining table in the kitchen, but was first observed on the countertop in the kitchen. The pot is currently on the countertop in the kitchen, but was first observed on the dining table in the kitchen.",
"selections": [{"category": "spatula",
"now": {"room": "kitchen", "surface": "dining table"},
"original": {"room": "kitchen", "surface": "countertop"}},
{"category": "pot",
"now": {"room": "kitchen", "surface": "countertop"},
"original": {"room": "kitchen", "surface": "dining table"}}],
"abstain": false}
``` | ✗ spatula 지금 living room/dining table → 원래 kitchen/dining table 원문{"reasoning":"The spatula was first recorded on the kitchen dining table (IMG 236) and was most recently recorded on the living room dining table (IMG 251). There is no location evidence for the pot, so it is omitted.","selections":[{"category":"spatula","now":{"room":"living room","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} | 방만 spatula 지금 kitchen/dining table → 원래 kitchen/dining table pot 지금 kitchen/countertop → 원래 kitchen/dining table 원문{"reasoning":"The spatula is on the kitchen dining table in IMG 326, the same surface where it was first visible (IMG 60). The pot first appeared on the kitchen dining table (IMG 34, also clearly visible in IMG 103), and is now on the kitchen countertop (IMG 318).","selections":[{"category":"spatula","now":{"room":"kitchen","surface":"dining table"},"original":{"room":"kitchen","surface":"dining table"}},{"category":"pot","now":{"room":"kitchen","surface":"countertop"},"original":{"room":"kitchen","surface":"dining table"}}],"abstain":false} |