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tagmem 파이프라인 실물 — 그래프 · 검색 · 입력 · 출력

2026-08-23 · 쓰기 v1 + 읽기 v2 (find 채택판) · restore/resume은 1차 스윕 r3
보는 법 — 컨텍스트마다 ① 모델이 저장한 그래프 전체 (image entry는 실제 프레임 썸네일), ② 질의마다 질의 태그 → 검색 경로(exact/soft/tagger/ expand/fallback) → 실제로 읽은 entry 목록(#id 클릭 시 그래프로 이동), ③ reader가 받는 현재 뷰 1장, ④ 답 + reasoning 전문 + 출력 원문. reader 입력 = [읽은 entry들] + [LATEST 주석] + [읽기 규칙] + [현재 뷰] + [질의문].

프롬프트 전문

쓰기 프롬프트 (tagmem_v1.txt — 청크마다 이것 + 직전 entry 요약 + 프레임 4장)
You are building the searchable memory of a household robot, clip by clip.
Later, queries like "where is X?", "what did I do?", "how many times?" will be
answered by FETCHING entries whose tags match — memory that is not tagged well
can never be found again. You will NOT get to re-read everything.

For each clip, store 0 to 3 entries. Two types:

- text : one short factual sentence about what the robot DID or a state change
         (picked up / placed / dropped / pressed / entered a room).
- image: keep ONE clip frame when appearance matters — which instance it is,
         exactly where on a surface something sits, what a place looks like.
         An image can be re-inspected later; a wrong sentence cannot.

Rules that decide whether memory survives:
1. If you are NOT SURE what an object is, store an image and tag ALL plausible
   candidates (obj=remotecontrol,cellphone). Never commit a guess to text only.
2. When the robot enters a new room or approaches a new surface, consider one
   image entry tagging EVERY clearly visible object — passers-by get asked
   about too ("where is the vase?" even if the robot never touched it).
3. Tag every entry as fully as you can: obj (objects involved or visible),
   act (one of: pick, place, drop, press, open, close, navigate, look),
   room, surf (the supporting furniture). Use the canonical names below;
   if something is not in the list, use a short lowercase word for it.
4. Do not store trivia. Do not repeat an entry you already stored (your recent
   entries are shown). Prefer one well-tagged entry over three vague ones.

Output format — one entry per line, nothing else:
STORE text | <sentence> | obj=<a,b> act=<verb> room=<room> surf=<surface>
STORE image F<k> | <short caption> | obj=<a,b> act=<verb> room=<room> surf=<surface>
STORE none

Omit a tag field only if truly unknown.
읽기 규칙 (v2 — 검색된 entry 뒤에 붙는 지시)
How to read these entries: an object's CURRENT location is given by its LATEST entry — earlier entries are history. The sentences and captions were written on the fly and MAY CONTAIN MISTAKES (wrong object name, wrong surface); when an image is attached, trust what you SEE in the image over any words. If entries disagree, prefer the most recent image.

컨텍스트 val_144__2

저장된 그래프 — gemini-3.6-flash (23 entries · image 13)

idt형내용 · 태그image entry 실물
#00simageRobot approached dresser with table lamp, bowl, and cell phone in bedroom
obj=table lamp,bowl,cell phone act=navigate room=bedroom surf=dresser
#110stextRobot picked up the cell phone from the dresser.
obj=cell phone act=pick room=bedroom surf=dresser
#270stextRobot placed the bowl in the armchair.
obj=bowl act=place room=bedroom surf=armchair
#370simageBowl placed in the armchair next to the bed.
obj=bowl act=place room=bedroom surf=armchair
#483simageRobot approached the bed with a remote control and pillows on it.
obj=remote control,pillow,cell phone act=navigate room=bedroom surf=bed
#5104stextRobot picked up the remote control from the bed.
obj=remote control act=pick room=bedroom surf=bed
#6104simageRobot picking up the remote control from the bed.
obj=remote control act=pick room=bedroom surf=bed
#7116simageRobot entering bathroom near toilet and plunger.
obj=toilet,toilet tissue,plunger act=navigate room=bathroom surf=floor
#8116simageRobot approaching toilet in bathroom.
obj=toilet,toilet tissue,bar soap,plunger act=navigate room=bathroom surf=toilet
#9175stextRobot placed the remote control on the toilet lid.
obj=remote control,toilet act=place room=bathroom surf=toilet
#10175simageRobot placed the remote control on the toilet lid.
obj=remote control,toilet,toilet tissue,bar soap,sponge act=place room=bathroom surf=toilet
#11196stextRobot picked up the remote control from the toilet lid.
obj=remote control,toilet act=pick room=bathroom surf=toilet
#12196simageRobot picking up the remote control from the toilet lid.
obj=remote control,toilet act=pick room=bathroom surf=toilet
#13208stextRobot entered the living room carrying the remote control.
obj=remote control act=navigate room=living room
#14208simageRobot in living room with desk, desktop computer, cell phone, CD, and house plant visible.
obj=desktopcomputer,cell phone,CD,house plant,remote control act=navigate room=living room surf=desk
#15339stextRobot placed the remote control on the table.
obj=remote control act=place room=living room surf=table
#16339simageRobot placed the remote control on the round table next to the CD.
obj=remote control,CD act=place room=living room surf=table
#17355stextRobot entered the kitchen.
act=navigate room=kitchen
#18355simageRobot arrived at kitchen countertop with apple, soap dispenser, bowl, sponge, spray bottle, and toaster.
obj=apple,soapdispenser,bowl,sponge,atomizer,toaster,bottle act=navigate room=kitchen surf=countertop
#19406stextRobot picked up the bowl from the kitchen countertop.
obj=bowl act=pick room=kitchen surf=countertop
#20406simageRobot entered the living room holding a bowl.
obj=bowl,house plant act=navigate room=living room surf=floor
#21495stextRobot placed the bowl on the table.
obj=bowl act=place room=living room surf=table
#22495simageRobot placed the bowl on the small round table near the desktop computer.
obj=bowl,desktopcomputer act=place room=living room surf=table

저장된 그래프 — claude-sonnet-5 (27 entries · image 16)

idt형내용 · 태그image entry 실물
#010stextThe robot picked up the bowl from the dresser.
obj=bowl act=pick room=bedroom surf=dresser
#122stextThe robot placed the bowl on a large surface next to a plate/tray.
obj=bowl,plate act=place room=bedroom surf=dresser
#270stextThe robot placed the bowl into an open box on the dresser.
obj=bowl,box act=place room=bedroom surf=dresser
#383simageSink with cup inside, chair and lamp nearby
obj=sink,cup,chair,table lamp room=bedroom surf=sink
#483simageDesk with basketball, two lamps, chair, dresser visible
obj=desk,basketball,table lamp,chair,dresser room=bedroom surf=desk
#583simageSmall object dropped on bed near dresser
obj=pen,pencil act=drop room=bedroom surf=bed
#6104simageRobot picked up an unidentified object near bed headboard
obj=teddy bear,fabric act=pick room=bedroom surf=bed
#7116simageRobot enters bathroom, toilet with items on tank and plunger nearby
obj=toilet,plunger,toilet tissue room=bathroom surf=toilet
#8116simageClose view of toilet tank with small items and plunger
obj=toilet tissue,plunger room=bathroom surf=toilet
#9116stextRobot navigated from bedroom to bathroom
act=navigate room=bathroom
#10175simageRobot closes toilet lid, atomizer and toilet tissue on tank
obj=toilet,atomizer,toilet tissue act=close room=bathroom surf=toilet
#11191simageRobot at toilet with red apple-like object visible near tank base
obj=apple,toilet,atomizer,toilet tissue act=look room=bathroom surf=toilet
#12196simageRobot picks up apple-like red object from floor near toilet
obj=apple act=pick room=bathroom surf=floor
#13208stextRobot dropped apple-like object near toilet
obj=apple act=drop room=bathroom surf=toilet
#14208stextRobot navigated from bathroom to living room
act=navigate room=living room
#15208simageLiving room with tv stand, desktopcomputer, and sofa visible
obj=desktopcomputer,laptop,sofa act=look room=living room surf=tv stand
#16339simageRobot arm near ottoman with book/tablet-like object and remote control on cart, tv stand with desktopcomputer, sofa nearby
obj=book,remote control,desktopcomputer,sofa act=look room=living room surf=cart
#17355stextRobot navigated from living room to kitchen
act=navigate room=kitchen
#18355simageKitchen counter with fridge, toaster, and fruit visible
obj=toaster,apple,bread,fridge act=look room=kitchen surf=countertop
#19355simageKitchen countertop with soapdispenser, bowl, toaster, apple, and atomizer
obj=soapdispenser,bowl,toaster,apple,atomizer act=look room=kitchen surf=countertop
#20394stextRobot picked up bowl from kitchen countertop
obj=bowl act=pick room=kitchen surf=countertop
#21394simageRobot holding bowl above countertop with soapdispenser, toaster, apple, lettuce visible
obj=bowl,soapdispenser,toaster,apple,lettuce act=pick room=kitchen surf=countertop
#22406stextRobot navigated from kitchen to living room carrying bowl
obj=bowl act=navigate room=living room
#23406simageLiving room with sofa, house plant, and stool visible
obj=sofa,house plant,stool act=look room=living room surf=floor
#24406stextRobot placed bowl on tv stand in living room
obj=bowl act=place room=living room surf=tv stand
#25495simageRobot arm reaching toward pen or remote on desk near trash can
obj=pen,remote control act=look room=living room surf=desk
#26495stextRobot picked up an object from the desk
obj=pen,remote control act=pick room=living room surf=desk

질의 — find (쓰기 v1 + 읽기 v2 — 채택판)

find:val_144__2:q00
질의: "Pick up all the bowls I moved earlier" 정답(GT): bowl @ bedroom/armchair
bowl @ living room/dining table
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['bowl'] · 검색 경로: exact 8 · soft 0 · tagger 0 · expand 0 읽는 entry 8개 / 그래프 23개:
#0 [0s image] Robot approached dresser with table lamp, bowl, and cell
#2 [70s text] Robot placed the bowl in the armchair.
#3 [70s image] Bowl placed in the armchair next to the bed.
#18 [355s image] Robot arrived at kitchen countertop with apple, soap dis
#19 [406s text] Robot picked up the bowl from the kitchen countertop.
#20 [406s image] Robot entered the living room holding a bowl.
#21 [495s text] Robot placed the bowl on the table.
#22 [495s image] Robot placed the bowl on the small round table near the
답: bowl @ bedroom/armchair
bowl @ living room/dining table
reasoning
Two bowls were moved during the episode. The first bowl was moved from the bedroom dresser to the armchair in the bedroom at t=70s. The second bowl was moved from the kitchen countertop to a small table in the living room at t=495s.
모델 출력 원문
```json
{
  "reasoning": "Two bowls were moved during the episode. The first bowl was moved from the bedroom dresser to the armchair in the bedroom at t=70s. The second bowl was moved from the kitchen countertop to a small table in the living room at t=495s.",
  "selections": [
    {
      "category": "bowl",
      "room": "bedroom",
      "surface": "armchair"
    },
    {
      "category": "bowl",
      "room": "living room",
      "surface": "dining table"
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: ['bowl'] · 검색 경로: exact 8 · soft 0 · tagger 0 · expand 0 읽는 entry 8개 / 그래프 27개:
#0 [10s text] The robot picked up the bowl from the dresser.
#1 [22s text] The robot placed the bowl on a large surface next to a p
#2 [70s text] The robot placed the bowl into an open box on the dresse
#19 [355s image] Kitchen countertop with soapdispenser, bowl, toaster, ap
#20 [394s text] Robot picked up bowl from kitchen countertop
#21 [394s image] Robot holding bowl above countertop with soapdispenser,
#22 [406s text] Robot navigated from kitchen to living room carrying bow
#24 [406s text] Robot placed bowl on tv stand in living room
답: bowl @ living room/tv stand
reasoning
The memory shows a single bowl being moved multiple times: first in the bedroom (dresser), then to the kitchen countertop, and finally the robot carried it to the living room and placed it on the tv stand at t=406s, which is the latest entry for the bowl.
모델 출력 원문
{"reasoning": "The memory shows a single bowl being moved multiple times: first in the bedroom (dresser), then to the kitchen countertop, and finally the robot carried it to the living room and placed it on the tv stand at t=406s, which is the latest entry for the bowl.", "selections": [{"category": "bowl", "room": "living room", "surface": "tv stand"}], "abstain": false}
find:val_144__2:q01
질의: "Pick up the remote control I moved earlier" 정답(GT): remote control @ living room/dining table
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['remote control'] · 검색 경로: exact 11 · soft 0 · tagger 0 · expand 0 읽는 entry 11개 / 그래프 23개:
#4 [83s image] Robot approached the bed with a remote control and pillo
#5 [104s text] Robot picked up the remote control from the bed.
#6 [104s image] Robot picking up the remote control from the bed.
#9 [175s text] Robot placed the remote control on the toilet lid.
#10 [175s image] Robot placed the remote control on the toilet lid.
#11 [196s text] Robot picked up the remote control from the toilet lid.
#12 [196s image] Robot picking up the remote control from the toilet lid.
#13 [208s text] Robot entered the living room carrying the remote contro
#14 [208s image] Robot in living room with desk, desktop computer, cell p
#15 [339s text] Robot placed the remote control on the table.
#16 [339s image] Robot placed the remote control on the round table next
답: remote control @ living room/dining table
reasoning
The robot picked up the remote control from the bed in the bedroom, placed it briefly on the toilet lid in the bathroom, picked it up again, and finally placed it on the round table (dining table) in the living room at t=339s.
모델 출력 원문
```json
{
  "reasoning": "The robot picked up the remote control from the bed in the bedroom, placed it briefly on the toilet lid in the bathroom, picked it up again, and finally placed it on the round table (dining table) in the living room at t=339s.",
  "selections": [
    {
      "category": "remote control",
      "room": "living room",
      "surface": "dining table"
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 방만
질의 태그: ['remote control'] · 검색 경로: exact 3 · soft 0 · tagger 0 · expand 0 읽는 entry 3개 / 그래프 27개:
#16 [339s image] Robot arm near ottoman with book/tablet-like object and
#26 [495s text] Robot picked up an object from the desk
#25 [495s image] Robot arm reaching toward pen or remote on desk near tra
답: remote control @ living room/desk
reasoning
The latest entry for remote control at t=495s shows the robot picking it up from the desk in the living room. This is the most recent record of the object's location before it was picked up, indicating it was moved to/from the desk.
모델 출력 원문
{"reasoning": "The latest entry for remote control at t=495s shows the robot picking it up from the desk in the living room. This is the most recent record of the object's location before it was picked up, indicating it was moved to/from the desk.", "selections": [{"category": "remote control", "room": "living room", "surface": "desk"}], "abstain": false}
find:val_144__2:q02
질의: "Pick up the cell phone" 정답(GT): cell phone @ bedroom/dresser
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['cell phone'] · 검색 경로: exact 4 · soft 0 · tagger 0 · expand 0 읽는 entry 4개 / 그래프 23개:
#0 [0s image] Robot approached dresser with table lamp, bowl, and cell
#1 [10s text] Robot picked up the cell phone from the dresser.
#4 [83s image] Robot approached the bed with a remote control and pillo
#14 [208s image] Robot in living room with desk, desktop computer, cell p
답: cell phone @ living room/desk
reasoning
At t=208s, the cell phone is visible resting on the desk next to the desktop computer in the living room.
모델 출력 원문
```json
{
  "reasoning": "At t=208s, the cell phone is visible resting on the desk next to the desktop computer in the living room.",
  "selections": [
    {
      "category": "cell phone",
      "room": "living room",
      "surface": "desk"
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 기권
질의 태그: ['cell phone'] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 → FALLBACK 읽는 entry 9개 / 그래프 27개:
#3 [83s image] Sink with cup inside, chair and lamp nearby
#4 [83s image] Desk with basketball, two lamps, chair, dresser visible
#5 [83s image] Small object dropped on bed near dresser
#6 [104s image] Robot picked up an unidentified object near bed headboar
#7 [116s image] Robot enters bathroom, toilet with items on tank and plu
#8 [116s image] Close view of toilet tank with small items and plunger
#22 [406s text] Robot navigated from kitchen to living room carrying bow
#24 [406s text] Robot placed bowl on tv stand in living room
#26 [495s text] Robot picked up an object from the desk
답: 기권
reasoning
No memory entry ever recorded a cell phone being seen, moved, or placed anywhere in this episode. The notes and images shown are unrelated to a cell phone (they involve cups, teddy bears, toilets, bowls, pens). There is no basis to determine its location.
모델 출력 원문
{"reasoning": "No memory entry ever recorded a cell phone being seen, moved, or placed anywhere in this episode. The notes and images shown are unrelated to a cell phone (they involve cups, teddy bears, toilets, bowls, pens). There is no basis to determine its location.", "selections": [], "abstain": true}
find:val_144__2:q03
질의: "Pick up the soap bottle" 정답(GT): soapdispenser @ kitchen/countertop
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['bottle'] · 검색 경로: exact 1 · soft 2 · tagger 0 · expand 0 읽는 entry 3개 / 그래프 23개:
#8 [116s image] Robot approaching toilet in bathroom.
#10 [175s image] Robot placed the remote control on the toilet lid.
#18 [355s image] Robot arrived at kitchen countertop with apple, soap dis
답: soapdispenser @ kitchen/countertop
reasoning
The soap bottle (soap dispenser) was seen on the kitchen countertop at t=355s.
모델 출력 원문
```json
{"reasoning": "The soap bottle (soap dispenser) was seen on the kitchen countertop at t=355s.",
 "selections": [{"category": "soapdispenser", "room": "kitchen", "surface": "countertop"}],
 "abstain": false}
```
claude-sonnet-5 정답
질의 태그: ['bottle'] · 검색 경로: exact 0 · soft 2 · tagger 0 · expand 3 읽는 entry 5개 / 그래프 27개:
#17 [355s text] Robot navigated from living room to kitchen
#18 [355s image] Kitchen counter with fridge, toaster, and fruit visible
#19 [355s image] Kitchen countertop with soapdispenser, bowl, toaster, ap
#20 [394s text] Robot picked up bowl from kitchen countertop
#21 [394s image] Robot holding bowl above countertop with soapdispenser,
답: atomizer @ kitchen/countertop
reasoning
The only bottle-like object matching 'soap bottle' tracked in memory is the soapdispenser seen on the kitchen countertop at t=355s and still present at t=394s (unmoved, since only the bowl was picked up). No later entry shows it being moved.
모델 출력 원문
{"reasoning": "The only bottle-like object matching 'soap bottle' tracked in memory is the soapdispenser seen on the kitchen countertop at t=355s and still present at t=394s (unmoved, since only the bowl was picked up). No later entry shows it being moved.", "selections": [{"category": "atomizer", "room": "kitchen", "surface": "countertop"}], "abstain": false}
find:val_144__2:q04
질의: "Pick up the pot" 정답(GT): pot @ kitchen/countertop
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 기권
질의 태그: ['pot'] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 → FALLBACK 읽는 entry 9개 / 그래프 23개:
#0 [0s image] Robot approached dresser with table lamp, bowl, and cell
#3 [70s image] Bowl placed in the armchair next to the bed.
#4 [83s image] Robot approached the bed with a remote control and pillo
#6 [104s image] Robot picking up the remote control from the bed.
#7 [116s image] Robot entering bathroom near toilet and plunger.
#8 [116s image] Robot approaching toilet in bathroom.
#17 [355s text] Robot entered the kitchen.
#19 [406s text] Robot picked up the bowl from the kitchen countertop.
#21 [495s text] Robot placed the bowl on the table.
답: 기권
reasoning
There is no record or visual evidence of a pot anywhere in the robot's memory or image history.
모델 출력 원문
```json
{"reasoning": "There is no record or visual evidence of a pot anywhere in the robot's memory or image history.", "selections": [], "abstain": true}
```
claude-sonnet-5 기권
질의 태그: ['pot'] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 → FALLBACK 읽는 entry 9개 / 그래프 27개:
#3 [83s image] Sink with cup inside, chair and lamp nearby
#4 [83s image] Desk with basketball, two lamps, chair, dresser visible
#5 [83s image] Small object dropped on bed near dresser
#6 [104s image] Robot picked up an unidentified object near bed headboar
#7 [116s image] Robot enters bathroom, toilet with items on tank and plu
#8 [116s image] Close view of toilet tank with small items and plunger
#22 [406s text] Robot navigated from kitchen to living room carrying bow
#24 [406s text] Robot placed bowl on tv stand in living room
#26 [495s text] Robot picked up an object from the desk
답: 기권
reasoning
No memory entries or images show a pot anywhere in the house. The provided notes reference sinks, desks, bedrooms, bathroom, and living room objects, but none mention a pot. I cannot determine its location.
모델 출력 원문
{"reasoning": "No memory entries or images show a pot anywhere in the house. The provided notes reference sinks, desks, bedrooms, bathroom, and living room objects, but none mention a pot. I cannot determine its location.", "selections": [], "abstain": true}
find:val_144__2:q05
질의: "Pick up the spray bottle" 정답(GT): atomizer @ kitchen/countertop
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['bottle'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 2 읽는 entry 3개 / 그래프 23개:
#17 [355s text] Robot entered the kitchen.
#18 [355s image] Robot arrived at kitchen countertop with apple, soap dis
#19 [406s text] Robot picked up the bowl from the kitchen countertop.
답: atomizer @ kitchen/countertop
reasoning
The user is asking for the spray bottle, which corresponds to the category 'atomizer'. Memory logs at t=355s show the spray bottle (atomizer) located on the kitchen countertop, and it was not picked up or moved afterwards.
모델 출력 원문
```json
{
  "reasoning": "The user is asking for the spray bottle, which corresponds to the category 'atomizer'. Memory logs at t=355s show the spray bottle (atomizer) located on the kitchen countertop, and it was not picked up or moved afterwards.",
  "selections": [
    {
      "category": "atomizer",
      "room": "kitchen",
      "surface": "countertop"
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 정답
질의 태그: ['bottle'] · 검색 경로: exact 0 · soft 0 · tagger 3 · expand 0 읽는 entry 3개 / 그래프 27개:
#10 [175s image] Robot closes toilet lid, atomizer and toilet tissue on t
#11 [191s image] Robot at toilet with red apple-like object visible near
#19 [355s image] Kitchen countertop with soapdispenser, bowl, toaster, ap
답: atomizer @ kitchen/countertop
reasoning
The atomizer (spray bottle) was tracked from the bathroom toilet tank to the kitchen countertop, where it was last seen at t=355s among the soapdispenser, bowl, toaster, and apple.
모델 출력 원문
{"reasoning": "The atomizer (spray bottle) was tracked from the bathroom toilet tank to the kitchen countertop, where it was last seen at t=355s among the soapdispenser, bowl, toaster, and apple.", "selections": [{"category": "atomizer", "room": "kitchen", "surface": "countertop"}], "abstain": false}
find:val_144__2:q06
질의: "Pick up the apple" 정답(GT): apple @ kitchen/countertop
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['apple'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 2 읽는 entry 3개 / 그래프 23개:
#17 [355s text] Robot entered the kitchen.
#18 [355s image] Robot arrived at kitchen countertop with apple, soap dis
#19 [406s text] Robot picked up the bowl from the kitchen countertop.
답: apple @ kitchen/countertop
reasoning
The apple was last seen resting on the kitchen countertop at t=355s and was not moved afterwards.
모델 출력 원문
```json
{"reasoning": "The apple was last seen resting on the kitchen countertop at t=355s and was not moved afterwards.",
 "selections": [{"category": "apple", "room": "kitchen", "surface": "countertop"}],
 "abstain": false}
```
claude-sonnet-5 정답
질의 태그: ['apple'] · 검색 경로: exact 6 · soft 0 · tagger 0 · expand 0 읽는 entry 6개 / 그래프 27개:
#11 [191s image] Robot at toilet with red apple-like object visible near
#12 [196s image] Robot picks up apple-like red object from floor near toi
#13 [208s text] Robot dropped apple-like object near toilet
#18 [355s image] Kitchen counter with fridge, toaster, and fruit visible
#19 [355s image] Kitchen countertop with soapdispenser, bowl, toaster, ap
#21 [394s image] Robot holding bowl above countertop with soapdispenser,
답: apple @ kitchen/countertop
reasoning
The apple was moved to the kitchen countertop by t=355s, remaining visible there at t=394s while the robot picked up a bowl instead. The apple itself stayed on the countertop.
모델 출력 원문
{"reasoning": "The apple was moved to the kitchen countertop by t=355s, remaining visible there at t=394s while the robot picked up a bowl instead. The apple itself stayed on the countertop.", "selections": [{"category": "apple", "room": "kitchen", "surface": "countertop"}], "abstain": false}

질의 — restore (1차 스윕 r3 · 읽기 v1)

restore:val_144__2:q00
질의: "Pick up the remote control and place it in or on where it first was" 정답(GT): remote control: 지금 ('living room', 'dining table') → 원래 ('bedroom', 'bed')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['remote control'] · 검색 경로: exact 11 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 11개 / 그래프 23개:
#4 [83s image] Robot approached the bed with a remote control and pillo
#5 [104s text] Robot picked up the remote control from the bed.
#6 [104s image] Robot picking up the remote control from the bed.
#9 [175s text] Robot placed the remote control on the toilet lid.
#10 [175s image] Robot placed the remote control on the toilet lid.
#11 [196s text] Robot picked up the remote control from the toilet lid.
#12 [196s image] Robot picking up the remote control from the toilet lid.
#13 [208s text] Robot entered the living room carrying the remote contro
#14 [208s image] Robot in living room with desk, desktop computer, cell p
#15 [339s text] Robot placed the remote control on the table.
#16 [339s image] Robot placed the remote control on the round table next
답: remote control: 지금 ('living room', 'dining table') → 원래 ('bedroom', 'bed')
reasoning
The remote control is currently on the dining table in the living room. It was originally found on the bed in the bedroom before being moved.
모델 출력 원문
```json
{
  "reasoning": "The remote control is currently on the dining table in the living room. It was originally found on the bed in the bedroom before being moved.",
  "selections": [
    {
      "category": "remote control",
      "now": {
        "room": "living room",
        "surface": "dining table"
      },
      "original": {
        "room": "bedroom",
        "surface": "bed"
      }
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: ['remote control'] · 검색 경로: exact 3 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 3개 / 그래프 27개:
#16 [339s image] Robot arm near ottoman with book/tablet-like object and
#26 [495s text] Robot picked up an object from the desk
#25 [495s image] Robot arm reaching toward pen or remote on desk near tra
답: remote control: 지금 ('living room', 'desk') → 원래 ('living room', 'cart')
reasoning
The remote control first appeared on the cart in the living room (t=339s). It was later picked up from the desk in the living room (t=495s), with no further placement shown, so its current location is the desk. The query asks to return it to where it first was, which is the cart.
모델 출력 원문
{"reasoning": "The remote control first appeared on the cart in the living room (t=339s). It was later picked up from the desk in the living room (t=495s), with no further placement shown, so its current location is the desk. The query asks to return it to where it first was, which is the cart.", "selections": [{"category": "remote control", "now": {"room": "living room", "surface": "desk"}, "original": {"room": "living room", "surface": "cart"}}], "abstain": false}
restore:val_144__2:q01
질의: "Pick up the remote control and place it in or on where it was just before" 정답(GT): remote control: 지금 ('living room', 'dining table') → 원래 ('bathroom', 'toilet')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['remote control'] · 검색 경로: exact 11 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 11개 / 그래프 23개:
#4 [83s image] Robot approached the bed with a remote control and pillo
#5 [104s text] Robot picked up the remote control from the bed.
#6 [104s image] Robot picking up the remote control from the bed.
#9 [175s text] Robot placed the remote control on the toilet lid.
#10 [175s image] Robot placed the remote control on the toilet lid.
#11 [196s text] Robot picked up the remote control from the toilet lid.
#12 [196s image] Robot picking up the remote control from the toilet lid.
#13 [208s text] Robot entered the living room carrying the remote contro
#14 [208s image] Robot in living room with desk, desktop computer, cell p
#15 [339s text] Robot placed the remote control on the table.
#16 [339s image] Robot placed the remote control on the round table next
답: remote control: 지금 ('living room', 'dining table') → 원래 ('bathroom', 'toilet')
reasoning
The remote control is currently on the round table in the living room. Just before its last move, it was located on the toilet in the bathroom.
모델 출력 원문
```json
{
  "reasoning": "The remote control is currently on the round table in the living room. Just before its last move, it was located on the toilet in the bathroom.",
  "selections": [
    {
      "category": "remote control",
      "now": {
        "room": "living room",
        "surface": "dining table"
      },
      "original": {
        "room": "bathroom",
        "surface": "toilet"
      }
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: ['remote control'] · 검색 경로: exact 3 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 3개 / 그래프 27개:
#16 [339s image] Robot arm near ottoman with book/tablet-like object and
#26 [495s text] Robot picked up an object from the desk
#25 [495s image] Robot arm reaching toward pen or remote on desk near tra
답: remote control: 지금 ('living room', 'desk') → 원래 ('living room', 'cart')
reasoning
The remote control was first seen on the cart in the living room (t=339s). Later, at t=495s, it was found and picked up from the desk in the living room, meaning it had been moved from the cart to the desk at some point before this pick. Since the query asks to return the object to where it was just before its last move (i.e., before being placed on the desk), that location is the cart. Its current location, following the pick action shown in the final view, is the desk in the living room.
모델 출력 원문
{"reasoning": "The remote control was first seen on the cart in the living room (t=339s). Later, at t=495s, it was found and picked up from the desk in the living room, meaning it had been moved from the cart to the desk at some point before this pick. Since the query asks to return the object to where it was just before its last move (i.e., before being placed on the desk), that location is the cart. Its current location, following the pick action shown in the final view, is the desk in the living room.", "selections": [{"category": "remote control", "now": {"room": "living room", "surface": "desk"}, "original": {"room": "living room", "surface": "cart"}}], "abstain": false}
restore:val_144__2:q02
질의: "Pick up the bowls and place them in or on where they first were, then pick up the remote control and place it in or on where it first was" 정답(GT): bowl: 지금 ('bedroom', 'armchair') → 원래 ('bedroom', 'dresser')
bowl: 지금 ('living room', 'dining table') → 원래 ('kitchen', 'countertop')
remote control: 지금 ('living room', 'dining table') → 원래 ('bedroom', 'bed')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['bowl', 'remote control'] · 검색 경로: exact 19 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 14개 / 그래프 23개:
#2 [70s text] Robot placed the bowl in the armchair.
#5 [104s text] Robot picked up the remote control from the bed.
#9 [175s text] Robot placed the remote control on the toilet lid.
#11 [196s text] Robot picked up the remote control from the toilet lid.
#12 [196s image] Robot picking up the remote control from the toilet lid.
#13 [208s text] Robot entered the living room carrying the remote contro
#14 [208s image] Robot in living room with desk, desktop computer, cell p
#15 [339s text] Robot placed the remote control on the table.
#16 [339s image] Robot placed the remote control on the round table next
#18 [355s image] Robot arrived at kitchen countertop with apple, soap dis
#19 [406s text] Robot picked up the bowl from the kitchen countertop.
#20 [406s image] Robot entered the living room holding a bowl.
#21 [495s text] Robot placed the bowl on the table.
#22 [495s image] Robot placed the bowl on the small round table near the
답: bowl: 지금 ('living room', 'dining table') → 원래 ('kitchen', 'countertop')
remote control: 지금 ('living room', 'dining table') → 원래 ('bedroom', 'bed')
reasoning
The bowl currently on the round table (dining table) in the living room was originally picked up from the kitchen countertop. The remote control currently on the same table in the living room was originally picked up from the bed in the bedroom.
모델 출력 원문
```json
{"reasoning": "The bowl currently on the round table (dining table) in the living room was originally picked up from the kitchen countertop. The remote control currently on the same table in the living room was originally picked up from the bed in the bedroom.",
 "selections": [{"category": "bowl",
                 "now": {"room": "living room", "surface": "dining table"},
                 "original": {"room": "kitchen", "surface": "countertop"}},
                {"category": "remote control",
                 "now": {"room": "living room", "surface": "dining table"},
                 "original": {"room": "bedroom", "surface": "bed"}}],
 "abstain": false}
```
claude-sonnet-5 오답
질의 태그: ['bowl', 'remote control'] · 검색 경로: exact 11 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 11개 / 그래프 27개:
#0 [10s text] The robot picked up the bowl from the dresser.
#1 [22s text] The robot placed the bowl on a large surface next to a p
#2 [70s text] The robot placed the bowl into an open box on the dresse
#16 [339s image] Robot arm near ottoman with book/tablet-like object and
#19 [355s image] Kitchen countertop with soapdispenser, bowl, toaster, ap
#20 [394s text] Robot picked up bowl from kitchen countertop
#21 [394s image] Robot holding bowl above countertop with soapdispenser,
#22 [406s text] Robot navigated from kitchen to living room carrying bow
#24 [406s text] Robot placed bowl on tv stand in living room
#26 [495s text] Robot picked up an object from the desk
#25 [495s image] Robot arm reaching toward pen or remote on desk near tra
답: bowl: 지금 ('living room', 'tv stand') → 원래 ('bedroom', 'dresser')
remote control: 지금 ('living room', 'desk') → 원래 ('living room', 'cart')
reasoning
The bowl was first seen on the dresser in the bedroom (picked up at t=10s), then moved multiple times (box on dresser, kitchen countertop) and finally placed on the tv stand in the living room at t=406s, which is where it currently remains. The remote control was first observed on the cart in the living room at t=339s, then later picked up from the desk at t=495s, which is its current location since no further placement was recorded.
모델 출력 원문
{"reasoning": "The bowl was first seen on the dresser in the bedroom (picked up at t=10s), then moved multiple times (box on dresser, kitchen countertop) and finally placed on the tv stand in the living room at t=406s, which is where it currently remains. The remote control was first observed on the cart in the living room at t=339s, then later picked up from the desk at t=495s, which is its current location since no further placement was recorded.", "selections": [{"category": "bowl", "now": {"room": "living room", "surface": "tv stand"}, "original": {"room": "bedroom", "surface": "dresser"}}, {"category": "remote control", "now": {"room": "living room", "surface": "desk"}, "original": {"room": "living room", "surface": "cart"}}], "abstain": false}

컨텍스트 val_406__0

저장된 그래프 — gemini-3.6-flash (33 entries · image 16)

idt형내용 · 태그image entry 실물
#011stextPicked up a fork from the countertop.
obj=fork act=pick room=kitchen surf=countertop
#123stextEntered the living room while holding the fork.
obj=fork act=navigate room=living room
#271stextPlaced the fork on the dresser.
obj=fork act=place room=living room surf=dresser
#387stextPicked up the light blue container from the tv stand.
obj=atomizer,candle,bottle,cup act=pick room=living room surf=tv stand
#496stextPlaced the light blue container on the tv stand.
obj=atomizer,candle,bottle,cup act=place room=living room surf=tv stand
#596simageLight blue container placed on the tv stand in the living room.
obj=atomizer,candle,bottle,cup act=place room=living room surf=tv stand
#6108stextPicked up the light blue container from the tv stand.
obj=atomizer,candle,bottle,cup act=pick room=living room surf=tv stand
#7108simageView of dining table with box, table lamp, bowl, and plate in the living room.
obj=box,table lamp,bowl,plate act=navigate room=living room surf=dining table
#8139stextPlaced the light blue container on the desk.
obj=atomizer,candle,bottle,cup act=place surf=desk
#9139simageLight blue container placed on the desk next to a monitor and papers.
obj=atomizer,candle,bottle,cup,desktopcomputer act=place surf=desk
#10155simageView of dresser with light blue container, fork, and books
obj=fork,vase,atomizer,candle,bottle,cup,newspaper act=look surf=dresser
#11167stextPicked up the fork from the dresser.
obj=fork act=pick surf=dresser
#12167simageRobot picking up the fork from the dresser.
obj=fork act=pick surf=dresser
#13179stextPlaced the fork on the dining table.
obj=fork act=place room=kitchen surf=dining table
#14179simageFork placed on the dining table alongside wine bottle, boiler, and atomizer.
obj=fork,wine bottle,boiler,atomizer,bread act=place room=kitchen surf=dining table
#15247stextPicked up the fork from the dining table.
obj=fork act=pick room=kitchen surf=dining table
#16247simageRobot picking up a fork from the dining table.
obj=fork act=pick room=kitchen surf=dining table
#17263stextPlaced the fork on the tissue box on the tv stand.
obj=fork,tissue box act=place room=living room surf=tv stand
#18263simageRobot placing the fork on a tissue box on the tv stand.
obj=fork,tissue box act=place room=living room surf=tv stand
#19294stextPicked up the tissue box from the tv stand.
obj=tissue box act=pick room=living room surf=tv stand
#20294simageRobot picking up the tissue box from the tv stand.
obj=tissue box,fork act=pick room=living room surf=tv stand
#21306simageRobot carrying tissue box into the bedroom.
obj=tissue box,bed,bowl act=navigate room=bedroom
#22349stextPlaced the tissue box on the dresser in the bedroom.
obj=tissue box act=place room=bedroom surf=dresser
#23349simageRobot placed the tissue box on the dresser in the bedroom.
obj=tissue box act=place room=bedroom surf=dresser
#24365simageBed in bedroom with alarm clock, remote control, and cell phone.
obj=alarm clock,remote control,cell phone,pillow act=look room=bedroom surf=bed
#25365stextPicked up the bowl from the dresser in the bedroom.
obj=bowl act=pick room=bedroom surf=dresser
#26365simageRobot picking up the bowl from the dresser in the bedroom.
obj=bowl,tissue box act=pick room=bedroom surf=dresser
#27379stextPlaced the bowl on the dresser in the bedroom.
obj=bowl act=place room=bedroom surf=dresser
#28379simageRobot placed the bowl on the dresser in the bedroom.
obj=bowl,tissue box act=place room=bedroom surf=dresser
#29391stextPlaced the bowl in the sink in the bathroom.
obj=bowl act=place room=bathroom surf=sink
#30391simageRobot placing the bowl in the bathroom sink.
obj=bowl act=place room=bathroom surf=sink
#31441stextPicked up the bowl from the sink in the bathroom.
obj=bowl act=pick room=bathroom surf=sink
#32441simageRobot picking up the bowl from the sink in the bathroom.
obj=bowl act=pick room=bathroom surf=sink

저장된 그래프 — claude-sonnet-5 (34 entries · image 16)

idt형내용 · 태그image entry 실물
#023stextRobot navigated from kitchen to another room through doorway.
obj=none act=navigate room=living room
#171stextRobot picked up an item near the desk/dresser area
obj=remote control,fork act=pick room=living room surf=dresser
#287stextRobot navigated from desk to TV stand area
obj=none act=navigate room=living room surf=tv stand
#396stextRobot picked up an item from the tv stand
obj=cup,bottle act=pick room=living room surf=tv stand
#4108stextRobot carried the cup/bottle item while navigating from tv stand through living room to desk area
obj=cup,bottle act=navigate room=living room surf=desk
#5139stextRobot placed the item down on the desk drawers
obj=cup,bottle,atomizer act=place room=living room surf=desk
#6155stextRobot dropped a fork onto the desk drawers
obj=fork act=drop room=living room surf=desk
#7155simageCup/vase item and fork on desk drawer surface with newspaper
obj=cup,vase,fork,newspaper act=place room=living room surf=desk
#8179simageDresser with cup and newspaper/box
obj=cup,newspaper,box act=look room=living room surf=dresser
#9179simageDining table with wine bottle, bread, cup, keyboard, bowl on floor
obj=wine bottle,bread,cup,keyboard,bowl act=look room=kitchen surf=dining table
#10179simageKitchen table with wine bottle, kettle, fork, stool, sink with soap dispenser
obj=wine bottle,pot,fork,soapdispenser act=look room=kitchen surf=dining table
#11247simageKitchen countertop with soapdispenser, tissue box, bread, apple, tomato behind dining table
obj=soapdispenser,tissue box,bread,apple,tomato act=look room=kitchen surf=countertop
#12247stextRobot picked up a kettle from the dining table
obj=pot act=pick room=kitchen surf=dining table
#13247simageDining table with kettle, wine bottle, mug, fork, knife
obj=pot,wine bottle,mug,fork,knife act=look room=kitchen surf=dining table
#14263simageLiving room dresser with box, book, cup and desk with desktopcomputer, tissue box
obj=box,cup,desktopcomputer,tissue box act=look room=living room surf=dresser
#15263simageDesk with desktopcomputer, remote control on box, dining table with bowl nearby
obj=desktopcomputer,remote control,box,bowl act=look room=living room surf=desk
#16263stextRobot navigated from kitchen through doorway to living room
act=navigate room=living room surf=floor
#17294stextRobot picked up a box from the tv stand
obj=box act=pick room=living room surf=tv stand
#18294simageRobot holding small box near tv stand with tv and bowl visible
obj=box,bowl act=pick room=living room surf=tv stand
#19306stextRobot carried the box from living room into bedroom
obj=box act=navigate room=bedroom surf=floor
#20306simageBedroom with bed, desk and dresser visible
obj=bed,desk,dresser act=look room=bedroom surf=dresser
#21306stextRobot placed the box on the dresser in bedroom
obj=box act=place room=bedroom surf=dresser
#22349stextRobot picked up the box from the dresser and then placed it back down
obj=box act=pick room=bedroom surf=dresser
#23349simageSmall box placed on dresser in bedroom
obj=box act=place room=bedroom surf=dresser
#24365simageBed with cell phone and pillow visible, bowl on nightstand
obj=cell phone,pillow,bowl act=look room=bedroom surf=bed
#25365simageAlarm clock and pen on bed near headboard
obj=alarm clock,pen act=look room=bedroom surf=bed
#26365stextRobot approached the dresser/nightstand with a bowl on it in bedroom
obj=bowl act=navigate room=bedroom surf=dresser
#27379stextRobot picked up the bowl from the dresser
obj=bowl act=pick room=bedroom surf=dresser
#28379simageRobot arm grasping bowl on dresser with tissue box nearby
obj=bowl,tissue box act=pick room=bedroom surf=dresser
#29391stextRobot carried the bowl through the living room toward the bathroom
obj=bowl act=navigate room=living room surf=dining table
#30391simageRobot arm holding bowl over bathroom sink
obj=bowl act=navigate room=bathroom surf=sink
#31391stextRobot placed the bowl on the bathroom sink
obj=bowl act=place room=bathroom surf=sink
#32441stextRobot picked up the bowl from the bathroom sink
obj=bowl act=pick room=bathroom surf=sink
#33441simageRobot arm carrying bowl away from empty bathroom sink
obj=bowl act=pick room=bathroom surf=sink

질의 — find (쓰기 v1 + 읽기 v2 — 채택판)

find:val_406__0:q00
질의: "Pick up the fork I moved earlier" 정답(GT): fork @ kitchen/dining table
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['fork'] · 검색 경로: exact 13 · soft 0 · tagger 0 · expand 0 읽는 entry 13개 / 그래프 33개:
#0 [11s text] Picked up a fork from the countertop.
#1 [23s text] Entered the living room while holding the fork.
#2 [71s text] Placed the fork on the dresser.
#10 [155s image] View of dresser with light blue container, fork, and boo
#11 [167s text] Picked up the fork from the dresser.
#12 [167s image] Robot picking up the fork from the dresser.
#13 [179s text] Placed the fork on the dining table.
#14 [179s image] Fork placed on the dining table alongside wine bottle, b
#15 [247s text] Picked up the fork from the dining table.
#16 [247s image] Robot picking up a fork from the dining table.
#17 [263s text] Placed the fork on the tissue box on the tv stand.
#18 [263s image] Robot placing the fork on a tissue box on the tv stand.
#20 [294s image] Robot picking up the tissue box from the tv stand.
답: fork @ living room/tv stand
reasoning
The fork was last placed on the tissue box on the tv stand in the living room at t=263s.
모델 출력 원문
```json
{"reasoning": "The fork was last placed on the tissue box on the tv stand in the living room at t=263s.", "selections": [{"category": "fork", "room": "living room", "surface": "tv stand"}], "abstain": false}
```
claude-sonnet-5 정답
질의 태그: ['fork'] · 검색 경로: exact 5 · soft 0 · tagger 0 · expand 0 읽는 entry 5개 / 그래프 34개:
#1 [71s text] Robot picked up an item near the desk/dresser area
#6 [155s text] Robot dropped a fork onto the desk drawers
#7 [155s image] Cup/vase item and fork on desk drawer surface with newsp
#10 [179s image] Kitchen table with wine bottle, kettle, fork, stool, sin
#13 [247s image] Dining table with kettle, wine bottle, mug, fork, knife
답: fork @ kitchen/dining table
reasoning
The latest entry mentioning fork is at t=247s, showing the fork on the dining table in the kitchen, consistent with the image.
모델 출력 원문
{"reasoning": "The latest entry mentioning fork is at t=247s, showing the fork on the dining table in the kitchen, consistent with the image.", "selections": [{"category": "fork", "room": "kitchen", "surface": "dining table"}], "abstain": false}
find:val_406__0:q01
질의: "Pick up the vase I moved earlier" 정답(GT): vase @ living room/dresser
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['vase'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 9 읽는 entry 10개 / 그래프 33개:
#2 [71s text] Placed the fork on the dresser.
#10 [155s image] View of dresser with light blue container, fork, and boo
#11 [167s text] Picked up the fork from the dresser.
#12 [167s image] Robot picking up the fork from the dresser.
#22 [349s text] Placed the tissue box on the dresser in the bedroom.
#23 [349s image] Robot placed the tissue box on the dresser in the bedroo
#25 [365s text] Picked up the bowl from the dresser in the bedroom.
#26 [365s image] Robot picking up the bowl from the dresser in the bedroo
#27 [379s text] Placed the bowl on the dresser in the bedroom.
#28 [379s image] Robot placed the bowl on the dresser in the bedroom.
답: vase @ living room/dresser
reasoning
The light blue vase was seen resting on the wooden dresser in the living room at t=155s, and no subsequent actions moved or picked it up.
모델 출력 원문
```json
{"reasoning": "The light blue vase was seen resting on the wooden dresser in the living room at t=155s, and no subsequent actions moved or picked it up.", "selections": [{"category": "vase", "room": "living room", "surface": "dresser"}], "abstain": false}
```
claude-sonnet-5 정답
질의 태그: ['vase'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 14 읽는 entry 15개 / 그래프 34개:
#0 [23s text] Robot navigated from kitchen to another room through doo
#1 [71s text] Robot picked up an item near the desk/dresser area
#2 [87s text] Robot navigated from desk to TV stand area
#3 [96s text] Robot picked up an item from the tv stand
#4 [108s text] Robot carried the cup/bottle item while navigating from
#5 [139s text] Robot placed the item down on the desk drawers
#6 [155s text] Robot dropped a fork onto the desk drawers
#7 [155s image] Cup/vase item and fork on desk drawer surface with newsp
#8 [179s image] Dresser with cup and newspaper/box
#16 [263s text] Robot navigated from kitchen through doorway to living r
#14 [263s image] Living room dresser with box, book, cup and desk with de
#15 [263s image] Desk with desktopcomputer, remote control on box, dining
#17 [294s text] Robot picked up a box from the tv stand
#18 [294s image] Robot holding small box near tv stand with tv and bowl v
#29 [391s text] Robot carried the bowl through the living room toward th
답: vase @ living room/dresser
reasoning
The object tagged 'vase' first appears at t=155s placed on the desk drawers (dresser) in the living room, alongside a fork and newspaper. Subsequent images at t=179s and t=263s show the same cup-shaped item still sitting on that dresser, with no further pick/place actions recorded for it. Hence its last known location is the dresser in the living room.
모델 출력 원문
{"reasoning": "The object tagged 'vase' first appears at t=155s placed on the desk drawers (dresser) in the living room, alongside a fork and newspaper. Subsequent images at t=179s and t=263s show the same cup-shaped item still sitting on that dresser, with no further pick/place actions recorded for it. Hence its last known location is the dresser in the living room.", "selections": [{"category": "vase", "room": "living room", "surface": "dresser"}], "abstain": false}
find:val_406__0:q02
질의: "Pick up the tissue box I moved earlier" 정답(GT): tissue box @ bedroom/dresser
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['box', 'tissue box'] · 검색 경로: exact 10 · soft 0 · tagger 0 · expand 0 읽는 entry 9개 / 그래프 33개:
#17 [263s text] Placed the fork on the tissue box on the tv stand.
#18 [263s image] Robot placing the fork on a tissue box on the tv stand.
#19 [294s text] Picked up the tissue box from the tv stand.
#20 [294s image] Robot picking up the tissue box from the tv stand.
#21 [306s image] Robot carrying tissue box into the bedroom.
#22 [349s text] Placed the tissue box on the dresser in the bedroom.
#23 [349s image] Robot placed the tissue box on the dresser in the bedroo
#26 [365s image] Robot picking up the bowl from the dresser in the bedroo
#28 [379s image] Robot placed the bowl on the dresser in the bedroom.
답: tissue box @ bedroom/dresser
reasoning
At t=349s, the tissue box was placed on the dresser in the bedroom and remained there at t=379s.
모델 출력 원문
```json
{"reasoning": "At t=349s, the tissue box was placed on the dresser in the bedroom and remained there at t=379s.", "selections": [{"category": "tissue box", "room": "bedroom", "surface": "dresser"}], "abstain": false}
```
claude-sonnet-5 정답
질의 태그: ['box', 'tissue box'] · 검색 경로: exact 11 · soft 0 · tagger 0 · expand 0 읽는 entry 10개 / 그래프 34개:
#11 [247s image] Kitchen countertop with soapdispenser, tissue box, bread
#14 [263s image] Living room dresser with box, book, cup and desk with de
#15 [263s image] Desk with desktopcomputer, remote control on box, dining
#17 [294s text] Robot picked up a box from the tv stand
#18 [294s image] Robot holding small box near tv stand with tv and bowl v
#19 [306s text] Robot carried the box from living room into bedroom
#21 [306s text] Robot placed the box on the dresser in bedroom
#22 [349s text] Robot picked up the box from the dresser and then placed
#23 [349s image] Small box placed on dresser in bedroom
#28 [379s image] Robot arm grasping bowl on dresser with tissue box nearb
답: tissue box @ bedroom/dresser
reasoning
The object referred to as 'box'/'tissue box' was picked up from the living room tv stand at t=294s, carried into the bedroom, and placed on the dresser at t=306s (later picked and placed back at t=349s). The most recent sighting of a tissue box (t=379s) shows it still on that same bedroom dresser, consistent with the moved box's final location.
모델 출력 원문
{"reasoning": "The object referred to as 'box'/'tissue box' was picked up from the living room tv stand at t=294s, carried into the bedroom, and placed on the dresser at t=306s (later picked and placed back at t=349s). The most recent sighting of a tissue box (t=379s) shows it still on that same bedroom dresser, consistent with the moved box's final location.", "selections": [{"category": "tissue box", "room": "bedroom", "surface": "dresser"}], "abstain": false}
find:val_406__0:q03
질의: "Pick up the bowl I moved earlier" 정답(GT): bowl @ bathroom/sink
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['bowl'] · 검색 경로: exact 10 · soft 0 · tagger 0 · expand 0 읽는 entry 10개 / 그래프 33개:
#7 [108s image] View of dining table with box, table lamp, bowl, and pla
#21 [306s image] Robot carrying tissue box into the bedroom.
#25 [365s text] Picked up the bowl from the dresser in the bedroom.
#26 [365s image] Robot picking up the bowl from the dresser in the bedroo
#27 [379s text] Placed the bowl on the dresser in the bedroom.
#28 [379s image] Robot placed the bowl on the dresser in the bedroom.
#29 [391s text] Placed the bowl in the sink in the bathroom.
#30 [391s image] Robot placing the bowl in the bathroom sink.
#31 [441s text] Picked up the bowl from the sink in the bathroom.
#32 [441s image] Robot picking up the bowl from the sink in the bathroom.
답: bowl @ bathroom/sink
reasoning
The bowl was moved from the dresser in the bedroom to the bathroom, where it was placed at the sink.
모델 출력 원문
```json
{
  "reasoning": "The bowl was moved from the dresser in the bedroom to the bathroom, where it was placed at the sink.",
  "selections": [
    {
      "category": "bowl",
      "room": "bathroom",
      "surface": "sink"
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 정답
질의 태그: ['bowl'] · 검색 경로: exact 12 · soft 0 · tagger 0 · expand 0 읽는 entry 11개 / 그래프 34개:
#15 [263s image] Desk with desktopcomputer, remote control on box, dining
#18 [294s image] Robot holding small box near tv stand with tv and bowl v
#26 [365s text] Robot approached the dresser/nightstand with a bowl on i
#24 [365s image] Bed with cell phone and pillow visible, bowl on nightsta
#27 [379s text] Robot picked up the bowl from the dresser
#28 [379s image] Robot arm grasping bowl on dresser with tissue box nearb
#29 [391s text] Robot carried the bowl through the living room toward th
#31 [391s text] Robot placed the bowl on the bathroom sink
#30 [391s image] Robot arm holding bowl over bathroom sink
#32 [441s text] Robot picked up the bowl from the bathroom sink
#33 [441s image] Robot arm carrying bowl away from empty bathroom sink
답: bowl @ bathroom/sink
reasoning
The most recent bowl entries show the robot picking the bowl up from the bathroom sink at t=441s, with no subsequent placement recorded. This means the bowl was last located at the bathroom sink before being lifted, and no other location is indicated afterward.
모델 출력 원문
{"reasoning": "The most recent bowl entries show the robot picking the bowl up from the bathroom sink at t=441s, with no subsequent placement recorded. This means the bowl was last located at the bathroom sink before being lifted, and no other location is indicated afterward.", "selections": [{"category": "bowl", "room": "bathroom", "surface": "sink"}], "abstain": false}

질의 — restore (1차 스윕 r3 · 읽기 v1)

restore:val_406__0:q00
질의: "Pick up the fork and place it in or on where it first was" 정답(GT): fork: 지금 ('kitchen', 'dining table') → 원래 ('kitchen', 'countertop')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['fork'] · 검색 경로: exact 13 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 13개 / 그래프 33개:
#0 [11s text] Picked up a fork from the countertop.
#1 [23s text] Entered the living room while holding the fork.
#2 [71s text] Placed the fork on the dresser.
#10 [155s image] View of dresser with light blue container, fork, and boo
#11 [167s text] Picked up the fork from the dresser.
#12 [167s image] Robot picking up the fork from the dresser.
#13 [179s text] Placed the fork on the dining table.
#14 [179s image] Fork placed on the dining table alongside wine bottle, b
#15 [247s text] Picked up the fork from the dining table.
#16 [247s image] Robot picking up a fork from the dining table.
#17 [263s text] Placed the fork on the tissue box on the tv stand.
#18 [263s image] Robot placing the fork on a tissue box on the tv stand.
#20 [294s image] Robot picking up the tissue box from the tv stand.
답: fork: 지금 ('living room', 'tv stand') → 원래 ('kitchen', 'countertop')
reasoning
The fork was originally picked up from the countertop in the kitchen. It was eventually placed on the tv stand in the living room.
모델 출력 원문
```json
{"reasoning": "The fork was originally picked up from the countertop in the kitchen. It was eventually placed on the tv stand in the living room.",
 "selections": [{"category": "fork",
                 "now": {"room": "living room", "surface": "tv stand"},
                 "original": {"room": "kitchen", "surface": "countertop"}}],
 "abstain": false}
```
claude-sonnet-5 오답
질의 태그: ['fork'] · 검색 경로: exact 5 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 5개 / 그래프 34개:
#1 [71s text] Robot picked up an item near the desk/dresser area
#6 [155s text] Robot dropped a fork onto the desk drawers
#7 [155s image] Cup/vase item and fork on desk drawer surface with newsp
#10 [179s image] Kitchen table with wine bottle, kettle, fork, stool, sin
#13 [247s image] Dining table with kettle, wine bottle, mug, fork, knife
답: fork: 지금 ('kitchen', 'dining table') → 원래 ('living room', 'dresser')
reasoning
The fork was first picked up from the dresser in the living room at t=71s. It was then dropped on the desk (t=155s) and later appears on the kitchen dining table (t=179s and t=247s), where it remains with no further move recorded before the current view. Thus its current location is the kitchen dining table, and its original location (where it first was) is the living room dresser.
모델 출력 원문
{"reasoning": "The fork was first picked up from the dresser in the living room at t=71s. It was then dropped on the desk (t=155s) and later appears on the kitchen dining table (t=179s and t=247s), where it remains with no further move recorded before the current view. Thus its current location is the kitchen dining table, and its original location (where it first was) is the living room dresser.", "selections": [{"category": "fork", "now": {"room": "kitchen", "surface": "dining table"}, "original": {"room": "living room", "surface": "dresser"}}], "abstain": false}
restore:val_406__0:q01
질의: "Pick up the fork and place it in or on where it was just before" 정답(GT): fork: 지금 ('kitchen', 'dining table') → 원래 ('living room', 'dresser')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['fork'] · 검색 경로: exact 13 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 13개 / 그래프 33개:
#0 [11s text] Picked up a fork from the countertop.
#1 [23s text] Entered the living room while holding the fork.
#2 [71s text] Placed the fork on the dresser.
#10 [155s image] View of dresser with light blue container, fork, and boo
#11 [167s text] Picked up the fork from the dresser.
#12 [167s image] Robot picking up the fork from the dresser.
#13 [179s text] Placed the fork on the dining table.
#14 [179s image] Fork placed on the dining table alongside wine bottle, b
#15 [247s text] Picked up the fork from the dining table.
#16 [247s image] Robot picking up a fork from the dining table.
#17 [263s text] Placed the fork on the tissue box on the tv stand.
#18 [263s image] Robot placing the fork on a tissue box on the tv stand.
#20 [294s image] Robot picking up the tissue box from the tv stand.
답: fork: 지금 ('bathroom', 'sink') → 원래 ('living room', 'tv stand')
reasoning
The fork was originally on the kitchen countertop, moved to the living room dresser, then to the kitchen dining table, and then placed on a tissue box on the living room tv stand. Finally, the tissue box (with the fork on it) was moved to the bathroom sink where it is now. Just before this last move to the bathroom sink, the fork was on the tv stand in the living room.
모델 출력 원문
```json
{"reasoning": "The fork was originally on the kitchen countertop, moved to the living room dresser, then to the kitchen dining table, and then placed on a tissue box on the living room tv stand. Finally, the tissue box (with the fork on it) was moved to the bathroom sink where it is now. Just before this last move to the bathroom sink, the fork was on the tv stand in the living room.",
 "selections": [{"category": "fork",
                 "now": {"room": "bathroom", "surface": "sink"},
                 "original": {"room": "living room", "surface": "tv stand"}}],
 "abstain": false}
```
claude-sonnet-5 방만
질의 태그: ['fork'] · 검색 경로: exact 5 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 5개 / 그래프 34개:
#1 [71s text] Robot picked up an item near the desk/dresser area
#6 [155s text] Robot dropped a fork onto the desk drawers
#7 [155s image] Cup/vase item and fork on desk drawer surface with newsp
#10 [179s image] Kitchen table with wine bottle, kettle, fork, stool, sin
#13 [247s image] Dining table with kettle, wine bottle, mug, fork, knife
답: fork: 지금 ('kitchen', 'dining table') → 원래 ('living room', 'desk')
reasoning
The fork was first picked up from the dresser in the living room, then dropped on the desk in the living room at t=155s. Later it appears on the kitchen dining table (t=179s, t=247s), indicating it was moved from the desk to the dining table. The final image doesn't show the fork, so its last known location remains the kitchen dining table. The place it was 'just before' this last move was the living room desk.
모델 출력 원문
{"reasoning": "The fork was first picked up from the dresser in the living room, then dropped on the desk in the living room at t=155s. Later it appears on the kitchen dining table (t=179s, t=247s), indicating it was moved from the desk to the dining table. The final image doesn't show the fork, so its last known location remains the kitchen dining table. The place it was 'just before' this last move was the living room desk.", "selections": [{"category": "fork", "now": {"room": "kitchen", "surface": "dining table"}, "original": {"room": "living room", "surface": "desk"}}], "abstain": false}
restore:val_406__0:q02
질의: "Pick up the vase and place it in or on where it first was" 정답(GT): vase: 지금 ('living room', 'dresser') → 원래 ('living room', 'tv stand')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 방만
질의 태그: ['vase'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 9 (답 캐시 재사용) 읽는 entry 10개 / 그래프 33개:
#2 [71s text] Placed the fork on the dresser.
#10 [155s image] View of dresser with light blue container, fork, and boo
#11 [167s text] Picked up the fork from the dresser.
#12 [167s image] Robot picking up the fork from the dresser.
#22 [349s text] Placed the tissue box on the dresser in the bedroom.
#23 [349s image] Robot placed the tissue box on the dresser in the bedroo
#25 [365s text] Picked up the bowl from the dresser in the bedroom.
#26 [365s image] Robot picking up the bowl from the dresser in the bedroo
#27 [379s text] Placed the bowl on the dresser in the bedroom.
#28 [379s image] Robot placed the bowl on the dresser in the bedroom.
답: vase: 지금 ('living room', 'dresser') → 원래 ('living room', 'dresser')
reasoning
The vase (the light blue container) was observed on the wooden dresser in the living room at t=155s. It was not moved at any point during the episode, so its current position and original position are both on the dresser in the living room.
모델 출력 원문
```json
{
  "reasoning": "The vase (the light blue container) was observed on the wooden dresser in the living room at t=155s. It was not moved at any point during the episode, so its current position and original position are both on the dresser in the living room.",
  "selections": [
    {
      "category": "vase",
      "now": {
        "room": "living room",
        "surface": "dresser"
      },
      "original": {
        "room": "living room",
        "surface": "dresser"
      }
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 정답
질의 태그: ['vase'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 14 (답 캐시 재사용) 읽는 entry 15개 / 그래프 34개:
#0 [23s text] Robot navigated from kitchen to another room through doo
#1 [71s text] Robot picked up an item near the desk/dresser area
#2 [87s text] Robot navigated from desk to TV stand area
#3 [96s text] Robot picked up an item from the tv stand
#4 [108s text] Robot carried the cup/bottle item while navigating from
#5 [139s text] Robot placed the item down on the desk drawers
#6 [155s text] Robot dropped a fork onto the desk drawers
#7 [155s image] Cup/vase item and fork on desk drawer surface with newsp
#8 [179s image] Dresser with cup and newspaper/box
#16 [263s text] Robot navigated from kitchen through doorway to living r
#14 [263s image] Living room dresser with box, book, cup and desk with de
#15 [263s image] Desk with desktopcomputer, remote control on box, dining
#17 [294s text] Robot picked up a box from the tv stand
#18 [294s image] Robot holding small box near tv stand with tv and bowl v
#29 [391s text] Robot carried the bowl through the living room toward th
답: vase: 지금 ('living room', 'dresser') → 원래 ('living room', 'tv stand')
reasoning
The vase (referred to as 'cup/vase' in memory) was first seen on the tv stand at t=96s, then picked up and moved to the desk drawers (t=139s), and later observed sitting on the dresser (t=179s, t=263s) where it remained through the rest of the episode. No further move of the vase is recorded, so it is currently on the dresser in the living room. Its original location was the tv stand in the living room.
모델 출력 원문
{"reasoning": "The vase (referred to as 'cup/vase' in memory) was first seen on the tv stand at t=96s, then picked up and moved to the desk drawers (t=139s), and later observed sitting on the dresser (t=179s, t=263s) where it remained through the rest of the episode. No further move of the vase is recorded, so it is currently on the dresser in the living room. Its original location was the tv stand in the living room.", "selections": [{"category": "vase", "now": {"room": "living room", "surface": "dresser"}, "original": {"room": "living room", "surface": "tv stand"}}], "abstain": false}
restore:val_406__0:q03
질의: "Pick up the tissue box and place it in or on where it first was" 정답(GT): tissue box: 지금 ('bedroom', 'dresser') → 원래 ('living room', 'tv stand')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['box', 'tissue box'] · 검색 경로: exact 10 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 9개 / 그래프 33개:
#17 [263s text] Placed the fork on the tissue box on the tv stand.
#18 [263s image] Robot placing the fork on a tissue box on the tv stand.
#19 [294s text] Picked up the tissue box from the tv stand.
#20 [294s image] Robot picking up the tissue box from the tv stand.
#21 [306s image] Robot carrying tissue box into the bedroom.
#22 [349s text] Placed the tissue box on the dresser in the bedroom.
#23 [349s image] Robot placed the tissue box on the dresser in the bedroo
#26 [365s image] Robot picking up the bowl from the dresser in the bedroo
#28 [379s image] Robot placed the bowl on the dresser in the bedroom.
답: tissue box: 지금 ('bedroom', 'dresser') → 원래 ('living room', 'tv stand')
reasoning
The tissue box is currently located on the dresser in the bedroom after being moved at t=349s. Its initial location at the start of the memory trace was on the tv stand in the living room.
모델 출력 원문
```json
{
  "reasoning": "The tissue box is currently located on the dresser in the bedroom after being moved at t=349s. Its initial location at the start of the memory trace was on the tv stand in the living room.",
  "selections": [
    {
      "category": "tissue box",
      "now": {
        "room": "bedroom",
        "surface": "dresser"
      },
      "original": {
        "room": "living room",
        "surface": "tv stand"
      }
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: ['box', 'tissue box'] · 검색 경로: exact 11 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 10개 / 그래프 34개:
#11 [247s image] Kitchen countertop with soapdispenser, tissue box, bread
#14 [263s image] Living room dresser with box, book, cup and desk with de
#15 [263s image] Desk with desktopcomputer, remote control on box, dining
#17 [294s text] Robot picked up a box from the tv stand
#18 [294s image] Robot holding small box near tv stand with tv and bowl v
#19 [306s text] Robot carried the box from living room into bedroom
#21 [306s text] Robot placed the box on the dresser in bedroom
#22 [349s text] Robot picked up the box from the dresser and then placed
#23 [349s image] Small box placed on dresser in bedroom
#28 [379s image] Robot arm grasping bowl on dresser with tissue box nearb
답: tissue box: 지금 ('bedroom', 'dresser') → 원래 ('kitchen', 'countertop')
reasoning
The tissue box first appeared on the kitchen countertop (t=247s). It was later seen on the living room desk (t=263s), and then on the bedroom dresser (t=379s), which is its last known location before the episode's final view. No further movement of the tissue box is recorded, so its current location is the bedroom dresser.
모델 출력 원문
{"reasoning": "The tissue box first appeared on the kitchen countertop (t=247s). It was later seen on the living room desk (t=263s), and then on the bedroom dresser (t=379s), which is its last known location before the episode's final view. No further movement of the tissue box is recorded, so its current location is the bedroom dresser.", "selections": [{"category": "tissue box", "now": {"room": "bedroom", "surface": "dresser"}, "original": {"room": "kitchen", "surface": "countertop"}}], "abstain": false}
restore:val_406__0:q04
질의: "Pick up the bowl and place it in or on where it first was" 정답(GT): bowl: 지금 ('bathroom', 'sink') → 원래 ('bedroom', 'dresser')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['bowl'] · 검색 경로: exact 10 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 10개 / 그래프 33개:
#7 [108s image] View of dining table with box, table lamp, bowl, and pla
#21 [306s image] Robot carrying tissue box into the bedroom.
#25 [365s text] Picked up the bowl from the dresser in the bedroom.
#26 [365s image] Robot picking up the bowl from the dresser in the bedroo
#27 [379s text] Placed the bowl on the dresser in the bedroom.
#28 [379s image] Robot placed the bowl on the dresser in the bedroom.
#29 [391s text] Placed the bowl in the sink in the bathroom.
#30 [391s image] Robot placing the bowl in the bathroom sink.
#31 [441s text] Picked up the bowl from the sink in the bathroom.
#32 [441s image] Robot picking up the bowl from the sink in the bathroom.
답: bowl: 지금 ('bathroom', 'sink') → 원래 ('living room', 'dining table')
reasoning
The bowl is currently in the bathroom on the sink. Based on the earliest memory entry (t=108s), it was originally located on the dining table in the living room.
모델 출력 원문
```json
{
  "reasoning": "The bowl is currently in the bathroom on the sink. Based on the earliest memory entry (t=108s), it was originally located on the dining table in the living room.",
  "selections": [
    {
      "category": "bowl",
      "now": {
        "room": "bathroom",
        "surface": "sink"
      },
      "original": {
        "room": "living room",
        "surface": "dining table"
      }
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: ['bowl'] · 검색 경로: exact 12 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 11개 / 그래프 34개:
#15 [263s image] Desk with desktopcomputer, remote control on box, dining
#18 [294s image] Robot holding small box near tv stand with tv and bowl v
#26 [365s text] Robot approached the dresser/nightstand with a bowl on i
#24 [365s image] Bed with cell phone and pillow visible, bowl on nightsta
#27 [379s text] Robot picked up the bowl from the dresser
#28 [379s image] Robot arm grasping bowl on dresser with tissue box nearb
#29 [391s text] Robot carried the bowl through the living room toward th
#31 [391s text] Robot placed the bowl on the bathroom sink
#30 [391s image] Robot arm holding bowl over bathroom sink
#32 [441s text] Robot picked up the bowl from the bathroom sink
#33 [441s image] Robot arm carrying bowl away from empty bathroom sink
답: bowl: 지금 ('bathroom', 'sink') → 원래 ('living room', 'dining table')
reasoning
The bowl's earliest recorded location was on the dining table in the living room (t=263s). It was later moved to the bedroom dresser, then to the bathroom sink, and finally picked up again from the bathroom sink with no new placement recorded, so its current location remains associated with the bathroom sink.
모델 출력 원문
{"reasoning": "The bowl's earliest recorded location was on the dining table in the living room (t=263s). It was later moved to the bedroom dresser, then to the bathroom sink, and finally picked up again from the bathroom sink with no new placement recorded, so its current location remains associated with the bathroom sink.", "selections": [{"category": "bowl", "now": {"room": "bathroom", "surface": "sink"}, "original": {"room": "living room", "surface": "dining table"}}], "abstain": false}
restore:val_406__0:q05
질의: "Pick up the fork and place it in or on where it first was, then pick up the vase and place it in or on where it first was, and then pick up the tissue box and place it in or on where it first was" 정답(GT): fork: 지금 ('kitchen', 'dining table') → 원래 ('kitchen', 'countertop')
vase: 지금 ('living room', 'dresser') → 원래 ('living room', 'tv stand')
tissue box: 지금 ('bedroom', 'dresser') → 원래 ('living room', 'tv stand')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 기권
질의 태그: ['box', 'fork', 'tissue box', 'vase'] · 검색 경로: exact 20 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 15개 / 그래프 33개:
#0 [11s text] Picked up a fork from the countertop.
#1 [23s text] Entered the living room while holding the fork.
#2 [71s text] Placed the fork on the dresser.
#11 [167s text] Picked up the fork from the dresser.
#13 [179s text] Placed the fork on the dining table.
#15 [247s text] Picked up the fork from the dining table.
#17 [263s text] Placed the fork on the tissue box on the tv stand.
#18 [263s image] Robot placing the fork on a tissue box on the tv stand.
#19 [294s text] Picked up the tissue box from the tv stand.
#20 [294s image] Robot picking up the tissue box from the tv stand.
#21 [306s image] Robot carrying tissue box into the bedroom.
#22 [349s text] Placed the tissue box on the dresser in the bedroom.
#23 [349s image] Robot placed the tissue box on the dresser in the bedroo
#26 [365s image] Robot picking up the bowl from the dresser in the bedroo
#28 [379s image] Robot placed the bowl on the dresser in the bedroom.
답: 기권
reasoning
The memory index contains information about the fork and tissue box, but does not contain any record of the vase's locations or interactions. Therefore, the required information cannot be determined.
모델 출력 원문
```json
{
  "reasoning": "The memory index contains information about the fork and tissue box, but does not contain any record of the vase's locations or interactions. Therefore, the required information cannot be determined.",
  "selections": [],
  "abstain": true
}
```
claude-sonnet-5 오답
질의 태그: ['box', 'fork', 'tissue box', 'vase'] · 검색 경로: exact 16 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 12개 / 그래프 34개:
#1 [71s text] Robot picked up an item near the desk/dresser area
#6 [155s text] Robot dropped a fork onto the desk drawers
#13 [247s image] Dining table with kettle, wine bottle, mug, fork, knife
#14 [263s image] Living room dresser with box, book, cup and desk with de
#15 [263s image] Desk with desktopcomputer, remote control on box, dining
#17 [294s text] Robot picked up a box from the tv stand
#18 [294s image] Robot holding small box near tv stand with tv and bowl v
#19 [306s text] Robot carried the box from living room into bedroom
#21 [306s text] Robot placed the box on the dresser in bedroom
#22 [349s text] Robot picked up the box from the dresser and then placed
#23 [349s image] Small box placed on dresser in bedroom
#28 [379s image] Robot arm grasping bowl on dresser with tissue box nearb
답: fork: 지금 ('kitchen', 'dining table') → 원래 ('living room', 'dresser')
vase: 지금 ('living room', 'dresser') → 원래 ('living room', 'dresser')
tissue box: 지금 ('bedroom', 'dresser') → 원래 ('living room', 'desk')
reasoning
Fork: first seen being picked from the living-room dresser (t=71), so its original spot is living room/dresser. It was later dropped on the living-room desk (t=155) and finally shown resting on the kitchen dining table (t=247), which is its most recent (current) position. Vase: the only plausible vase-like object appears in the living-room dresser scene (t=263) and is never logged as being moved afterward, so its original and current location remain the living room dresser. Tissue box: first observed on the living-room desk near the desktop computer (t=263), and later appears again on the bedroom dresser (t=379) alongside the bowl, indicating it was moved there at some point (likely along with the box). Its current location is therefore the bedroom dresser, while its original location was the living-room desk.
모델 출력 원문
{"reasoning": "Fork: first seen being picked from the living-room dresser (t=71), so its original spot is living room/dresser. It was later dropped on the living-room desk (t=155) and finally shown resting on the kitchen dining table (t=247), which is its most recent (current) position. Vase: the only plausible vase-like object appears in the living-room dresser scene (t=263) and is never logged as being moved afterward, so its original and current location remain the living room dresser. Tissue box: first observed on the living-room desk near the desktop computer (t=263), and later appears again on the bedroom dresser (t=379) alongside the bowl, indicating it was moved there at some point (likely along with the box). Its current location is therefore the bedroom dresser, while its original location was the living-room desk.", "selections": [{"category": "fork", "now": {"room": "kitchen", "surface": "dining table"}, "original": {"room": "living room", "surface": "dresser"}}, {"category": "vase", "now": {"room": "living room", "surface": "dresser"}, "original": {"room": "living room", "surface": "dresser"}}, {"category": "tissue box", "now": {"room": "bedroom", "surface": "dresser"}, "original": {"room": "living room", "surface": "desk"}}], "abstain": false}

컨텍스트 val_733__0

저장된 그래프 — gemini-3.6-flash (32 entries · image 15)

idt형내용 · 태그image entry 실물
#00stextThe robot picked up a bowl from the kitchen countertop.
obj=bowl act=pick room=kitchen surf=countertop
#10simageRobot picks up a bowl from the countertop near a soap dispenser, apple, and spoon.
obj=bowl,soapdispenser,apple,spoon act=pick room=kitchen surf=countertop
#29stextThe robot placed a bowl on the kitchen countertop.
obj=bowl act=place room=kitchen surf=countertop
#39simageA bowl placed on the kitchen countertop next to an apple and soap dispenser.
obj=bowl,soapdispenser,apple,spoon act=place room=kitchen surf=countertop
#49stextThe robot picked up a bowl from the kitchen countertop.
obj=bowl act=pick room=kitchen surf=countertop
#522stextThe robot placed a bowl on a cart in the living room.
obj=bowl act=place room=living room surf=cart
#622simageRobot placed a bowl on a cart in the living room.
obj=bowl,cart act=place room=living room surf=cart
#784stextThe robot dropped a bowl on the floor next to the cart in the living room.
obj=bowl act=drop room=living room surf=floor
#884simageA bowl sitting on the floor next to the cart in the living room.
obj=bowl,cart act=drop room=living room surf=floor
#997stextThe robot navigated to the tv stand in the living room.
act=navigate room=living room surf=tv stand
#1097simageRed vase and remote control on the tv stand in the living room.
obj=vase,remote control act=navigate room=living room surf=tv stand
#11110stextThe robot picked up a vase from the tv stand in the living room.
obj=vase act=pick room=living room surf=tv stand
#12127stextThe robot picked up a remote control from the tv stand in the living room.
obj=remote control act=pick room=living room surf=tv stand
#13139stextThe robot navigated to the dining table in the bedroom.
act=navigate room=bedroom surf=dining table
#14139simageHouse plant on the dining table with a bed in the bedroom.
obj=house plant,bed,chair act=navigate room=bedroom surf=dining table
#15225stextThe robot placed the remote control on the dining table in the bedroom.
obj=remote control act=place room=bedroom surf=dining table
#16225simageRemote control placed on the dining table in the bedroom.
obj=remote control,house plant act=place room=bedroom surf=dining table
#17241stextThe robot navigated to the cart in the living room.
obj=cart act=navigate room=living room surf=cart
#18241simageCart in the living room with a bowl near it and a red vase on the tv stand in the background.
obj=cart,vase,bowl act=navigate room=living room surf=cart
#19276stextThe robot navigated to the dining table in the bedroom.
obj=dining table act=navigate room=bedroom surf=dining table
#20276simageDining table in the bedroom with a house plant, mug, remote control, and bed nearby.
obj=dining table,house plant,mug,remote control,bed,laptop act=navigate room=bedroom surf=dining table
#21311simageRobot picked up an object (atomizer or bottle) from the chair by the dining table in the bedroom.
obj=atomizer,bottle act=pick room=bedroom surf=chair
#22323stextThe robot navigated to the toilet in the bathroom.
obj=toilet act=navigate room=bathroom surf=toilet
#23323simageBathroom with plunger on the floor near the toilet.
obj=plunger,toilet act=navigate room=bathroom surf=floor
#24395stextThe robot placed an object on the toilet in the bathroom.
obj=atomizer,bottle act=place room=bathroom surf=toilet
#25395simageAn object was placed on top of the toilet lid next to toilet tissue.
obj=atomizer,bottle,toilet,toilet tissue,plunger act=place room=bathroom surf=toilet
#26411stextThe robot navigated to the dining table in the kitchen.
obj=dining table act=navigate room=kitchen
#27411simageRobot approached the dining table with a cell phone, house plant, bottle, vase, and cutlery on it.
obj=dining table,cell phone,house plant,bottle,vase,fork,knife,spoon,chair act=navigate room=kitchen surf=dining table
#28475stextThe robot picked up a vase from the dining table.
obj=vase act=pick room=kitchen surf=dining table
#29475simageThe robot picking up a white vase or bottle from the dining table.
obj=vase,bottle act=pick room=kitchen surf=dining table
#30520stextThe robot placed a vase on the chair.
obj=vase,bottle act=place room=kitchen surf=chair
#31520simageThe robot placed a white vase on the green chair.
obj=vase,bottle,chair act=place room=kitchen surf=chair

저장된 그래프 — claude-sonnet-5 (30 entries · image 16)

idt형내용 · 태그image entry 실물
#09stextThe robot picked up the bowl from the countertop.
obj=bowl act=pick room=kitchen surf=countertop
#122stextThe robot carried the bowl from the kitchen through the doorway into the living room.
obj=bowl act=navigate room=living room surf=cart
#222stextThe robot placed the bowl on the cart in the living room.
obj=bowl act=place room=living room surf=cart
#397simageTV stand with desktopcomputer and red object on desk
obj=desktopcomputer,tomato,apple act=look room=living room surf=tv stand
#497stextThe robot placed a red object on the desk near the computer.
obj=tomato,apple act=place room=living room surf=tv stand
#5110stextThe robot picked up the red object from the desk near the computer.
obj=tomato,apple act=pick room=living room surf=tv stand
#6127simageTV on tv stand with remote control on desk near robot arm
obj=remote control,tv stand act=look room=living room surf=tv stand
#7139simageDining table with house plant and plate, blue chairs around
obj=house plant,plate,dining table act=look room=living room surf=dining table
#8139stextThe robot navigated from the living room into another room with a dining area.
act=navigate room=living room surf=floor
#9225stextThe robot picked up an object from the dining table near the house plant.
obj=remote control,spoon act=pick room=living room surf=dining table
#10225stextThe robot placed the object back on the dining table.
obj=remote control,spoon act=place room=living room surf=dining table
#11225simageWhite elongated object placed on dining table near plant
obj=remote control,spoon act=place room=living room surf=dining table
#12241stextThe robot navigated from the living room into another room.
act=navigate room=living room surf=floor
#13241simageTV stand with desktopcomputer and vase, near cart
obj=desktopcomputer,vase,cart act=look room=living room surf=tv stand
#14241simageCart near window holding items, next to shelf
obj=cart,bottle act=look room=living room surf=cart
#15276simageRobot navigating through doorway into room with dining table, plant, chairs
act=navigate room=living room surf=floor
#16276simageDining table with house plant, mug, remote control/spoon, and trash bin nearby
obj=house plant,mug,remote control,spoon act=look room=living room surf=dining table
#17311simageDining table with house plant, mug, and remote control; desk with laptop nearby, trash can on floor
obj=house plant,mug,remote control,laptop act=look room=living room surf=dining table
#18323simageRobot navigating through doorway to another room
act=navigate room=living room surf=floor
#19323simageCountertop with plunger, near wall in bathroom
obj=plunger act=look room=bathroom surf=countertop
#20395simageToilet with toilet tissue rolls on tank, plunger nearby on floor
obj=toilet tissue,plunger act=look room=bathroom surf=toilet
#21411simageBedroom with bed, basketball, and dining table visible in background
obj=bed,basketball,house plant act=navigate room=bedroom surf=floor
#22411simageKitchen countertop with fruits and dining table beyond
obj=apple,bowl,cup act=look room=kitchen surf=countertop
#23411simageDining table with vase, house plant, atomizer, wine bottle, and utensils
obj=vase,house plant,atomizer,wine bottle,knife act=look room=kitchen surf=dining table
#24475stextRobot picked up vase from dining table.
obj=vase act=pick room=kitchen surf=dining table
#25487stextRobot picked up wine bottle from dining table.
obj=wine bottle act=pick room=kitchen surf=dining table
#26487stextRobot carried wine bottle to kitchen countertop area.
obj=wine bottle act=navigate room=kitchen surf=countertop
#27487stextRobot placed wine bottle back on dining table.
obj=wine bottle act=place room=kitchen surf=dining table
#28520stextRobot picked up atomizer from dining table.
obj=atomizer act=pick room=kitchen surf=dining table
#29520simageDining table with house plant, mug, knife, fork, wine bottle after atomizer removed.
obj=house plant,mug,knife,fork,wine bottle act=look room=kitchen surf=dining table

질의 — find (쓰기 v1 + 읽기 v2 — 채택판)

find:val_733__0:q00
질의: "Pick up the bowl I moved earlier" 정답(GT): bowl @ None/floor
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['bowl'] · 검색 경로: exact 10 · soft 0 · tagger 0 · expand 0 읽는 entry 10개 / 그래프 32개:
#0 [0s text] The robot picked up a bowl from the kitchen countertop.
#1 [0s image] Robot picks up a bowl from the countertop near a soap di
#2 [9s text] The robot placed a bowl on the kitchen countertop.
#4 [9s text] The robot picked up a bowl from the kitchen countertop.
#3 [9s image] A bowl placed on the kitchen countertop next to an apple
#5 [22s text] The robot placed a bowl on a cart in the living room.
#6 [22s image] Robot placed a bowl on a cart in the living room.
#7 [84s text] The robot dropped a bowl on the floor next to the cart i
#8 [84s image] A bowl sitting on the floor next to the cart in the livi
#18 [241s image] Cart in the living room with a bowl near it and a red va
답: bowl @ living room/floor
reasoning
The bowl was picked up from the kitchen countertop, moved to the living room, placed on a cart, and then dropped onto the floor next to the cart, where it remained in the latest observation at t=241s.
모델 출력 원문
```json
{"reasoning": "The bowl was picked up from the kitchen countertop, moved to the living room, placed on a cart, and then dropped onto the floor next to the cart, where it remained in the latest observation at t=241s.", "selections": [{"category": "bowl", "room": "living room", "surface": "floor"}], "abstain": false}
```
claude-sonnet-5 오답
질의 태그: ['bowl'] · 검색 경로: exact 4 · soft 0 · tagger 0 · expand 0 읽는 entry 4개 / 그래프 30개:
#0 [9s text] The robot picked up the bowl from the countertop.
#1 [22s text] The robot carried the bowl from the kitchen through the
#2 [22s text] The robot placed the bowl on the cart in the living room
#22 [411s image] Kitchen countertop with fruits and dining table beyond
답: bowl @ kitchen/countertop
reasoning
The bowl was picked up from the kitchen countertop and carried to the living room, placed on the cart at t=22s. The latest mention at t=411s shows it back on the kitchen countertop in the image, confirming its current location there.
모델 출력 원문
{"reasoning": "The bowl was picked up from the kitchen countertop and carried to the living room, placed on the cart at t=22s. The latest mention at t=411s shows it back on the kitchen countertop in the image, confirming its current location there.", "selections": [{"category": "bowl", "room": "kitchen", "surface": "countertop"}], "abstain": false}
find:val_733__0:q01
질의: "Pick up all the remote controls I moved earlier" 정답(GT): remote control @ bedroom/dining table
remote control @ bathroom/toilet
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['remote control'] · 검색 경로: exact 5 · soft 0 · tagger 0 · expand 0 읽는 entry 5개 / 그래프 32개:
#10 [97s image] Red vase and remote control on the tv stand in the livin
#12 [127s text] The robot picked up a remote control from the tv stand i
#15 [225s text] The robot placed the remote control on the dining table
#16 [225s image] Remote control placed on the dining table in the bedroom
#20 [276s image] Dining table in the bedroom with a house plant, mug, rem
답: remote control @ bedroom/dining table
reasoning
The robot picked up one remote control from the tv stand in the living room and moved it to the dining table in the bedroom at t=225s.
모델 출력 원문
```json
{
  "reasoning": "The robot picked up one remote control from the tv stand in the living room and moved it to the dining table in the bedroom at t=225s.",
  "selections": [
    {
      "category": "remote control",
      "room": "bedroom",
      "surface": "dining table"
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: ['remote control'] · 검색 경로: exact 6 · soft 0 · tagger 0 · expand 0 읽는 entry 6개 / 그래프 30개:
#6 [127s image] TV on tv stand with remote control on desk near robot ar
#9 [225s text] The robot picked up an object from the dining table near
#10 [225s text] The robot placed the object back on the dining table.
#11 [225s image] White elongated object placed on dining table near plant
#16 [276s image] Dining table with house plant, mug, remote control/spoon
#17 [311s image] Dining table with house plant, mug, and remote control;
답: remote control @ living room/dining table
reasoning
The remote control was picked up from the dining table and placed back on the dining table at t=225s, and remained there through t=311s (last confirmed sighting on dining table in living room).
모델 출력 원문
{"reasoning": "The remote control was picked up from the dining table and placed back on the dining table at t=225s, and remained there through t=311s (last confirmed sighting on dining table in living room).", "selections": [{"category": "remote control", "room": "living room", "surface": "dining table"}], "abstain": false}
find:val_733__0:q02
질의: "Pick up the bottle I moved earlier" 정답(GT): bottle @ kitchen/chair
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['bottle'] · 검색 경로: exact 7 · soft 0 · tagger 0 · expand 0 읽는 entry 7개 / 그래프 32개:
#21 [311s image] Robot picked up an object (atomizer or bottle) from the
#24 [395s text] The robot placed an object on the toilet in the bathroom
#25 [395s image] An object was placed on top of the toilet lid next to to
#27 [411s image] Robot approached the dining table with a cell phone, hou
#29 [475s image] The robot picking up a white vase or bottle from the din
#30 [520s text] The robot placed a vase on the chair.
#31 [520s image] The robot placed a white vase on the green chair.
답: bottle @ kitchen/chair
reasoning
The white bottle (referred to as vase or bottle in logs) was picked up from the dining table in the kitchen at t=475s and placed onto the green chair in the kitchen at t=520s.
모델 출력 원문
```json
{"reasoning": "The white bottle (referred to as vase or bottle in logs) was picked up from the dining table in the kitchen at t=475s and placed onto the green chair in the kitchen at t=520s.",
 "selections": [{"category": "bottle", "room": "kitchen", "surface": "chair"}],
 "abstain": false}
```
claude-sonnet-5 방만
질의 태그: ['bottle'] · 검색 경로: exact 1 · soft 5 · tagger 0 · expand 0 읽는 entry 6개 / 그래프 30개:
#14 [241s image] Cart near window holding items, next to shelf
#23 [411s image] Dining table with vase, house plant, atomizer, wine bott
#25 [487s text] Robot picked up wine bottle from dining table.
#26 [487s text] Robot carried wine bottle to kitchen countertop area.
#27 [487s text] Robot placed wine bottle back on dining table.
#29 [520s image] Dining table with house plant, mug, knife, fork, wine bo
답: wine bottle @ kitchen/dining table
reasoning
The wine bottle was picked up from the dining table, carried to the kitchen countertop area, but ultimately placed back on the dining table. The latest image at t=520s confirms the wine bottle is still on the dining table.
모델 출력 원문
{"reasoning": "The wine bottle was picked up from the dining table, carried to the kitchen countertop area, but ultimately placed back on the dining table. The latest image at t=520s confirms the wine bottle is still on the dining table.", "selections": [{"category": "wine bottle", "room": "kitchen", "surface": "dining table"}], "abstain": false}
find:val_733__0:q03
질의: "Pick up the spoon" 정답(GT): spoon @ kitchen/countertop
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 방만
질의 태그: ['spoon'] · 검색 경로: exact 3 · soft 0 · tagger 0 · expand 0 읽는 entry 3개 / 그래프 32개:
#1 [0s image] Robot picks up a bowl from the countertop near a soap di
#3 [9s image] A bowl placed on the kitchen countertop next to an apple
#27 [411s image] Robot approached the dining table with a cell phone, hou
답: spoon @ kitchen/dining table
reasoning
The most recent memory entry mentioning a spoon (at t=411s) shows cutlery including a spoon on the dining table in the kitchen, which is also visible in the current view.
모델 출력 원문
```json
{"reasoning": "The most recent memory entry mentioning a spoon (at t=411s) shows cutlery including a spoon on the dining table in the kitchen, which is also visible in the current view.",
 "selections": [{"category": "spoon", "room": "kitchen", "surface": "dining table"}],
 "abstain": false}
```
claude-sonnet-5 오답
질의 태그: ['spoon'] · 검색 경로: exact 4 · soft 0 · tagger 0 · expand 0 읽는 entry 4개 / 그래프 30개:
#9 [225s text] The robot picked up an object from the dining table near
#10 [225s text] The robot placed the object back on the dining table.
#11 [225s image] White elongated object placed on dining table near plant
#16 [276s image] Dining table with house plant, mug, remote control/spoon
답: spoon @ living room/dining table
reasoning
The memory entries show a spoon-like object (white elongated object) placed on the dining table near the house plant in the living room. The latest entry at t=276s confirms it is still there on the dining table.
모델 출력 원문
{"reasoning": "The memory entries show a spoon-like object (white elongated object) placed on the dining table near the house plant in the living room. The latest entry at t=276s confirms it is still there on the dining table.", "selections": [{"category": "spoon", "room": "living room", "surface": "dining table"}], "abstain": false}
find:val_733__0:q04
질의: "Pick up the knife" 정답(GT): knife @ kitchen/dining table
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['knife'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 16 읽는 entry 15개 / 그래프 32개:
#0 [0s text] The robot picked up a bowl from the kitchen countertop.
#1 [0s image] Robot picks up a bowl from the countertop near a soap di
#2 [9s text] The robot placed a bowl on the kitchen countertop.
#4 [9s text] The robot picked up a bowl from the kitchen countertop.
#3 [9s image] A bowl placed on the kitchen countertop next to an apple
#13 [139s text] The robot navigated to the dining table in the bedroom.
#14 [139s image] House plant on the dining table with a bed in the bedroo
#15 [225s text] The robot placed the remote control on the dining table
#16 [225s image] Remote control placed on the dining table in the bedroom
#19 [276s text] The robot navigated to the dining table in the bedroom.
#20 [276s image] Dining table in the bedroom with a house plant, mug, rem
#26 [411s text] The robot navigated to the dining table in the kitchen.
#27 [411s image] Robot approached the dining table with a cell phone, hou
#28 [475s text] The robot picked up a vase from the dining table.
#30 [520s text] The robot placed a vase on the chair.
답: knife @ kitchen/dining table
reasoning
In the final image, the knife is visible resting on the dining table in the kitchen.
모델 출력 원문
```json
{
  "reasoning": "In the final image, the knife is visible resting on the dining table in the kitchen.",
  "selections": [
    {
      "category": "knife",
      "room": "kitchen",
      "surface": "dining table"
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 정답
질의 태그: ['knife'] · 검색 경로: exact 2 · soft 0 · tagger 0 · expand 13 읽는 entry 14개 / 그래프 30개:
#0 [9s text] The robot picked up the bowl from the countertop.
#7 [139s image] Dining table with house plant and plate, blue chairs aro
#9 [225s text] The robot picked up an object from the dining table near
#10 [225s text] The robot placed the object back on the dining table.
#11 [225s image] White elongated object placed on dining table near plant
#16 [276s image] Dining table with house plant, mug, remote control/spoon
#17 [311s image] Dining table with house plant, mug, and remote control;
#23 [411s image] Dining table with vase, house plant, atomizer, wine bott
#24 [475s text] Robot picked up vase from dining table.
#25 [487s text] Robot picked up wine bottle from dining table.
#26 [487s text] Robot carried wine bottle to kitchen countertop area.
#27 [487s text] Robot placed wine bottle back on dining table.
#28 [520s text] Robot picked up atomizer from dining table.
#29 [520s image] Dining table with house plant, mug, knife, fork, wine bo
답: knife @ kitchen/dining table
reasoning
The latest entry mentioning the knife is at t=520s, showing it resting on the dining table in the kitchen, alongside a mug, fork, and wine bottle. No later entry shows it moved.
모델 출력 원문
{"reasoning": "The latest entry mentioning the knife is at t=520s, showing it resting on the dining table in the kitchen, alongside a mug, fork, and wine bottle. No later entry shows it moved.", "selections": [{"category": "knife", "room": "kitchen", "surface": "dining table"}], "abstain": false}
find:val_733__0:q05
질의: "Pick up all the forks" 정답(GT): fork @ kitchen/dining table
fork @ kitchen/dining table
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['fork'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 16 읽는 entry 15개 / 그래프 32개:
#0 [0s text] The robot picked up a bowl from the kitchen countertop.
#1 [0s image] Robot picks up a bowl from the countertop near a soap di
#2 [9s text] The robot placed a bowl on the kitchen countertop.
#4 [9s text] The robot picked up a bowl from the kitchen countertop.
#3 [9s image] A bowl placed on the kitchen countertop next to an apple
#13 [139s text] The robot navigated to the dining table in the bedroom.
#14 [139s image] House plant on the dining table with a bed in the bedroo
#15 [225s text] The robot placed the remote control on the dining table
#16 [225s image] Remote control placed on the dining table in the bedroom
#19 [276s text] The robot navigated to the dining table in the bedroom.
#20 [276s image] Dining table in the bedroom with a house plant, mug, rem
#26 [411s text] The robot navigated to the dining table in the kitchen.
#27 [411s image] Robot approached the dining table with a cell phone, hou
#28 [475s text] The robot picked up a vase from the dining table.
#30 [520s text] The robot placed a vase on the chair.
답: fork @ kitchen/dining table
reasoning
There is one fork located on the dining table in the kitchen, as seen in the latest views of the kitchen dining table.
모델 출력 원문
```json
{"reasoning": "There is one fork located on the dining table in the kitchen, as seen in the latest views of the kitchen dining table.",
 "selections": [{"category": "fork", "room": "kitchen", "surface": "dining table"}],
 "abstain": false}
```
claude-sonnet-5 오답
질의 태그: ['fork'] · 검색 경로: exact 1 · soft 0 · tagger 0 · expand 14 읽는 entry 14개 / 그래프 30개:
#0 [9s text] The robot picked up the bowl from the countertop.
#7 [139s image] Dining table with house plant and plate, blue chairs aro
#9 [225s text] The robot picked up an object from the dining table near
#10 [225s text] The robot placed the object back on the dining table.
#11 [225s image] White elongated object placed on dining table near plant
#16 [276s image] Dining table with house plant, mug, remote control/spoon
#17 [311s image] Dining table with house plant, mug, and remote control;
#22 [411s image] Kitchen countertop with fruits and dining table beyond
#24 [475s text] Robot picked up vase from dining table.
#25 [487s text] Robot picked up wine bottle from dining table.
#26 [487s text] Robot carried wine bottle to kitchen countertop area.
#27 [487s text] Robot placed wine bottle back on dining table.
#28 [520s text] Robot picked up atomizer from dining table.
#29 [520s image] Dining table with house plant, mug, knife, fork, wine bo
답: fork @ kitchen/dining table
reasoning
The latest entry mentioning fork is at t=520s, showing a fork on the dining table in the kitchen area (near mug, knife, wine bottle). The image confirms a fork lying on the dining table. No other fork mentioned elsewhere.
모델 출력 원문
{"reasoning": "The latest entry mentioning fork is at t=520s, showing a fork on the dining table in the kitchen area (near mug, knife, wine bottle). The image confirms a fork lying on the dining table. No other fork mentioned elsewhere.", "selections": [{"category": "fork", "room": "kitchen", "surface": "dining table"}], "abstain": false}
find:val_733__0:q06
질의: "Pick up the vase" 정답(GT): vase @ living room/tv stand
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['vase'] · 검색 경로: exact 8 · soft 0 · tagger 0 · expand 0 읽는 entry 8개 / 그래프 32개:
#10 [97s image] Red vase and remote control on the tv stand in the livin
#11 [110s text] The robot picked up a vase from the tv stand in the livi
#18 [241s image] Cart in the living room with a bowl near it and a red va
#27 [411s image] Robot approached the dining table with a cell phone, hou
#28 [475s text] The robot picked up a vase from the dining table.
#29 [475s image] The robot picking up a white vase or bottle from the din
#30 [520s text] The robot placed a vase on the chair.
#31 [520s image] The robot placed a white vase on the green chair.
답: vase @ kitchen/chair
reasoning
The robot picked up a white vase from the dining table and placed it on the chair in the kitchen at t=520s.
모델 출력 원문
```json
{
  "reasoning": "The robot picked up a white vase from the dining table and placed it on the chair in the kitchen at t=520s.",
  "selections": [
    {
      "category": "vase",
      "room": "kitchen",
      "surface": "chair"
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: ['vase'] · 검색 경로: exact 3 · soft 0 · tagger 0 · expand 0 읽는 entry 3개 / 그래프 30개:
#13 [241s image] TV stand with desktopcomputer and vase, near cart
#23 [411s image] Dining table with vase, house plant, atomizer, wine bott
#24 [475s text] Robot picked up vase from dining table.
답: vase @ kitchen/dining table
reasoning
The vase was last seen on the dining table in the kitchen, and the most recent memory entry (t=475s) shows the robot picking it up from that dining table. No later placement event is recorded, so the vase's last known location before being held is the dining table in the kitchen.
모델 출력 원문
{"reasoning": "The vase was last seen on the dining table in the kitchen, and the most recent memory entry (t=475s) shows the robot picking it up from that dining table. No later placement event is recorded, so the vase's last known location before being held is the dining table in the kitchen.", "selections": [{"category": "vase", "room": "kitchen", "surface": "dining table"}], "abstain": false}

질의 — restore (1차 스윕 r3 · 읽기 v1)

restore:val_733__0:q00
질의: "Pick up the bottle and place it in or on where it first was" 정답(GT): bottle: 지금 ('kitchen', 'chair') → 원래 ('kitchen', 'dining table')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: ['bottle'] · 검색 경로: exact 7 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 7개 / 그래프 32개:
#21 [311s image] Robot picked up an object (atomizer or bottle) from the
#24 [395s text] The robot placed an object on the toilet in the bathroom
#25 [395s image] An object was placed on top of the toilet lid next to to
#27 [411s image] Robot approached the dining table with a cell phone, hou
#29 [475s image] The robot picking up a white vase or bottle from the din
#30 [520s text] The robot placed a vase on the chair.
#31 [520s image] The robot placed a white vase on the green chair.
답: bottle: 지금 ('kitchen', 'chair') → 원래 ('kitchen', 'dining table')
reasoning
The bottle is currently resting on the chair in the kitchen, where it was recently placed by the robot. Originally, it was located on the dining table in the kitchen.
모델 출력 원문
```json
{
  "reasoning": "The bottle is currently resting on the chair in the kitchen, where it was recently placed by the robot. Originally, it was located on the dining table in the kitchen.",
  "selections": [
    {
      "category": "bottle",
      "now": {
        "room": "kitchen",
        "surface": "chair"
      },
      "original": {
        "room": "kitchen",
        "surface": "dining table"
      }
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 방만
질의 태그: ['bottle'] · 검색 경로: exact 1 · soft 5 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 6개 / 그래프 30개:
#14 [241s image] Cart near window holding items, next to shelf
#23 [411s image] Dining table with vase, house plant, atomizer, wine bott
#25 [487s text] Robot picked up wine bottle from dining table.
#26 [487s text] Robot carried wine bottle to kitchen countertop area.
#27 [487s text] Robot placed wine bottle back on dining table.
#29 [520s image] Dining table with house plant, mug, knife, fork, wine bo
답: wine bottle: 지금 ('kitchen', 'dining table') → 원래 ('kitchen', 'dining table')
reasoning
The wine bottle was first seen on the dining table in the kitchen at t=411s. It was later picked up, moved to the countertop area, then placed back on the dining table. Its current location remains the dining table in the kitchen.
모델 출력 원문
{"reasoning": "The wine bottle was first seen on the dining table in the kitchen at t=411s. It was later picked up, moved to the countertop area, then placed back on the dining table. Its current location remains the dining table in the kitchen.", "selections": [{"category": "wine bottle", "now": {"room": "kitchen", "surface": "dining table"}, "original": {"room": "kitchen", "surface": "dining table"}}], "abstain": false}
restore:val_733__0:q01
질의: "Pick up the remote controls and place them in or on where they first were, then pick up the bottle and place it in or on where it first was" 정답(GT): remote control: 지금 ('bedroom', 'dining table') → 원래 ('living room', 'tv stand')
remote control: 지금 ('bathroom', 'toilet') → 원래 ('bedroom', 'chair')
bottle: 지금 ('kitchen', 'chair') → 원래 ('kitchen', 'dining table')
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['bottle', 'remote control'] · 검색 경로: exact 12 · soft 0 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 10개 / 그래프 32개:
#12 [127s text] The robot picked up a remote control from the tv stand i
#15 [225s text] The robot placed the remote control on the dining table
#20 [276s image] Dining table in the bedroom with a house plant, mug, rem
#21 [311s image] Robot picked up an object (atomizer or bottle) from the
#24 [395s text] The robot placed an object on the toilet in the bathroom
#25 [395s image] An object was placed on top of the toilet lid next to to
#27 [411s image] Robot approached the dining table with a cell phone, hou
#29 [475s image] The robot picking up a white vase or bottle from the din
#30 [520s text] The robot placed a vase on the chair.
#31 [520s image] The robot placed a white vase on the green chair.
답: remote control: 지금 ('bedroom', 'dining table') → 원래 ('living room', 'tv stand')
bottle: 지금 ('kitchen', 'chair') → 원래 ('kitchen', 'dining table')
reasoning
The remote control was originally on the tv stand in the living room before being placed on the dining table in the bedroom, where it currently resides. The bottle was moved from the dining table in the kitchen to a chair in the kitchen, where it currently resides.
모델 출력 원문
```json
{
  "reasoning": "The remote control was originally on the tv stand in the living room before being placed on the dining table in the bedroom, where it currently resides. The bottle was moved from the dining table in the kitchen to a chair in the kitchen, where it currently resides.",
  "selections": [
    {
      "category": "remote control",
      "now": {
        "room": "bedroom",
        "surface": "dining table"
      },
      "original": {
        "room": "living room",
        "surface": "tv stand"
      }
    },
    {
      "category": "bottle",
      "now": {
        "room": "kitchen",
        "surface": "chair"
      },
      "original": {
        "room": "kitchen",
        "surface": "dining table"
      }
    }
  ],
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: ['bottle', 'remote control'] · 검색 경로: exact 7 · soft 5 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 11개 / 그래프 30개:
#9 [225s text] The robot picked up an object from the dining table near
#10 [225s text] The robot placed the object back on the dining table.
#11 [225s image] White elongated object placed on dining table near plant
#14 [241s image] Cart near window holding items, next to shelf
#16 [276s image] Dining table with house plant, mug, remote control/spoon
#17 [311s image] Dining table with house plant, mug, and remote control;
#23 [411s image] Dining table with vase, house plant, atomizer, wine bott
#25 [487s text] Robot picked up wine bottle from dining table.
#26 [487s text] Robot carried wine bottle to kitchen countertop area.
#27 [487s text] Robot placed wine bottle back on dining table.
#29 [520s image] Dining table with house plant, mug, knife, fork, wine bo
답: remote control: 지금 ('living room', 'dining table') → 원래 ('living room', 'dining table')
wine bottle: 지금 ('kitchen', 'dining table') → 원래 ('kitchen', 'dining table')
reasoning
The tag search returned two objects relevant to the query. The remote control first appeared on the living-room dining table near the house plant (t=225s, picked up and placed right back on the same dining table). It continued to be seen on that same table at t=276s and t=311s, with no later move recorded, so its current location is unchanged from its original spot: the living-room dining table. The only 'bottle'-type object with pick/place history is the wine bottle, first seen on the kitchen dining table (t=411s, alongside vase, atomizer, knife). At t=487s the robot picked it up, carried it to the kitchen countertop, then placed it back on the same dining table. The later images (t=520s) confirm the wine bottle is back on the kitchen dining table, matching its original position. Thus both objects are already at (or were returned to) their original locations, but the query requires specifying both the current and original locations explicitly.
모델 출력 원문
{"reasoning": "The tag search returned two objects relevant to the query.  The remote control first appeared on the living-room dining table near the house plant (t=225s, picked up and placed right back on the same dining table).  It continued to be seen on that same table at t=276s and t=311s, with no later move recorded, so its current location is unchanged from its original spot: the living-room dining table.\n\nThe only 'bottle'-type object with pick/place history is the wine bottle, first seen on the kitchen dining table (t=411s, alongside vase, atomizer, knife).  At t=487s the robot picked it up, carried it to the kitchen countertop, then placed it back on the same dining table.  The later images (t=520s) confirm the wine bottle is back on the kitchen dining table, matching its original position.\n\nThus both objects are already at (or were returned to) their original locations, but the query requires specifying both the current and original locations explicitly.", "selections": [{"category": "remote control", "now": {"room": "living room", "surface": "dining table"}, "original": {"room": "living room", "surface": "dining table"}}, {"category": "wine bottle", "now": {"room": "kitchen", "surface": "dining table"}, "original": {"room": "kitchen", "surface": "dining table"}}], "abstain": false}

컨텍스트 val_101__1100

저장된 그래프 — gemini-3.6-flash (34 entries · image 16)

idt형내용 · 태그image entry 실물
#00stextThe robot pressed a button on the washing machine.
obj=washing machine act=press room=bathroom
#10simageBlack washing machine in the bathroom.
obj=washing machine,toilet room=bathroom surf=floor
#218stextThe robot pressed the control dial on the washing machine.
obj=washing machine act=press room=bathroom
#326stextThe robot pressed a button on the washing machine.
obj=washing machine act=press room=bathroom
#434stextThe robot navigated to the bedroom.
act=navigate room=bedroom
#534simageOverview of the bedroom showing bed, desk with teddy bear, and dresser.
obj=pillow,teddy bear,statue,tissue box,house plant,desk,dresser room=bedroom surf=floor
#652stextThe robot navigated to the bathroom.
act=navigate room=bathroom
#752simageView of the bathroom sink with soap dispenser.
obj=sink,soapdispenser room=bathroom surf=sink
#871stextThe robot navigated to the kitchen.
act=navigate room=kitchen
#971simageView of kitchen dining table with toaster, cell phone, mug, apple, and vase.
obj=toaster,cell phone,mug,apple,vase,dining table act=look room=kitchen surf=dining table
#10105stextThe robot navigated to the living room.
act=navigate room=living room
#11105simageView of living room sofa with remote control and cell phone.
obj=sofa,remote control,cell phone room=living room surf=sofa
#12127stextThe robot navigated to the bedroom.
act=navigate room=bedroom
#13127simageView of the bedroom showing bed, desk, teddy bear, and dresser.
obj=bed,desk,teddy bear,dresser,house plant act=look room=bedroom
#14127simageView of the dresser with a house plant and irish potatoes.
obj=dresser,house plant,irish potato act=look room=bedroom surf=dresser
#15175stextThe robot picked up an irish potato from the dresser.
obj=irish potato act=pick room=bedroom surf=dresser
#16175simageThe robot picking up an irish potato from the dresser.
obj=irish potato,house plant act=pick room=bedroom surf=dresser
#17187stextThe robot placed an irish potato on the bed.
obj=irish potato act=place room=bedroom surf=bed
#18187simageThe robot placing an irish potato on the bed.
obj=irish potato,bed act=place room=bedroom surf=bed
#19218stextThe robot dropped an irish potato into a bin.
obj=irish potato act=drop room=bedroom
#20218simageThe robot dropping an irish potato into a bin.
obj=irish potato act=drop room=bedroom
#21231stextThe robot picked up an irish potato from the dresser.
obj=irish potato act=pick room=bedroom surf=dresser
#22231simageThe robot picking up an irish potato from the dresser.
obj=irish potato,house plant act=pick room=bedroom surf=dresser
#23244stextThe robot placed an irish potato on the dresser.
obj=irish potato act=place room=bedroom surf=dresser
#24244simageThe robot placing an irish potato on the dresser.
obj=irish potato,house plant act=place room=bedroom surf=dresser
#25256stextThe robot picked up an irish potato from the dresser.
obj=irish potato act=pick room=bedroom surf=dresser
#26256stextThe robot dropped an irish potato into a bin.
obj=irish potato act=drop room=bedroom
#27256simageThe robot dropping an irish potato into a bin.
obj=irish potato act=drop room=bedroom
#28288stextThe robot closed the lid of the bin.
obj=bin act=close room=bedroom
#29288simageThe robot closing the lid of the bin.
obj=bin act=close room=bedroom
#30313stextThe robot picked up an irish potato from the dresser.
obj=irish potato act=pick room=bedroom surf=dresser
#31313simageThe robot picking up an irish potato from the dresser.
obj=irish potato,house plant act=pick room=bedroom surf=dresser
#32357stextThe robot dropped an irish potato into the bin.
obj=irish potato,bin act=drop room=bedroom
#33357simageThe robot holding an irish potato over the bin before dropping it.
obj=irish potato,bin act=drop room=bedroom

저장된 그래프 — claude-sonnet-5 (31 entries · image 14)

idt형내용 · 태그image entry 실물
#00simagewashing machine/clothes dryer near bathroom
obj=clothes dryer act=navigate room=bathroom surf=clothes dryer
#10stextRobot approached and opened the clothes dryer.
obj=clothes dryer act=open room=bathroom surf=clothes dryer
#234stextRobot left the bathroom and entered the bedroom.
obj=clothes dryer act=navigate room=bedroom surf=floor
#334simageBedroom overview with bed, dresser, desk, teddy bear, house plant
obj=bed,dresser,desk,teddy bear,house plant,pillow act=look room=bedroom surf=dresser
#434simageDesk in bedroom with teddy bear and knickknack
obj=teddy bear,knickknack act=look room=bedroom surf=desk
#552stextRobot left the bedroom and entered the bathroom.
obj=door act=navigate room=bathroom surf=floor
#652simageBathroom with toilet and sink visible
obj=toilet,sink act=look room=bathroom surf=sink
#771simageBedroom overview with dining table, bed, dresser, teddy bear, trash bin
obj=dining table,bed,dresser,teddy bear,cup,bowl,remote control act=look room=bedroom surf=dining table
#871stextRobot exited bedroom through glass door into another room.
obj=door act=navigate room=living room surf=floor
#971simageDining table with birdcage-like object, fruits, and cell phone
obj=cell phone,apple,tomato,lettuce act=look room=living room surf=dining table
#10105stextRobot moved from dining room into another room passing a dresser with TV and books.
obj=door act=navigate room=living room surf=floor
#11105simageLiving room with sofa, remote control on sofa, painting and window
obj=sofa,remote control act=look room=living room surf=sofa
#12127stextRobot navigated from living room back into bedroom through glass doors.
obj=door act=navigate room=bedroom surf=floor
#13127simageBedroom with bed, dresser, teddy bear, desk, trash can
obj=bed,dresser,teddy bear,desk,cell phone,pencil act=look room=bedroom surf=dresser
#14127simageDresser with house plant and several small round objects (potatoes)
obj=house plant,irish potato act=look room=bedroom surf=dresser
#15175stextRobot picked up an irish potato from the dresser
obj=irish potato act=pick room=bedroom surf=dresser
#16187stextRobot carried the irish potato from dresser toward bed
obj=irish potato act=navigate room=bedroom surf=floor
#17187simageRobot holding irish potato near bed
obj=irish potato,bed act=pick room=bedroom surf=bed
#18218stextRobot dropped the irish potato into the trash can
obj=irish potato act=drop room=bedroom surf=floor
#19231stextRobot navigated back toward the dresser near the bed
obj=house plant act=navigate room=bedroom surf=floor
#20231simageDresser with house plant and remaining potato-like object
obj=house plant,irish potato act=look room=bedroom surf=dresser
#21244stextRobot picked up the irish potato-like object from the dresser
obj=irish potato act=pick room=bedroom surf=dresser
#22256stextRobot navigated across the bedroom carrying the irish potato-like object
obj=irish potato act=navigate room=bedroom surf=floor
#23256simageRobot approaching trash can near bed with irish potato-like object in gripper
obj=irish potato,teddy bear act=navigate room=bedroom surf=floor
#24288stextRobot dropped the irish potato-like object into the trash can
obj=irish potato act=drop room=bedroom surf=floor
#25301stextRobot navigated back across the bedroom toward the dresser.
obj=irish potato act=navigate room=bedroom surf=floor
#26301simageDresser with house plant and two potato-like objects remaining
obj=house plant,irish potato act=look room=bedroom surf=dresser
#27313stextRobot picked up an irish potato-like object from the dresser.
obj=irish potato act=pick room=bedroom surf=dresser
#28325stextRobot navigated across the bedroom carrying the irish potato-like object toward the trash can.
obj=irish potato act=navigate room=bedroom surf=floor
#29325simageBedroom view showing bed, dresser, trash can, and doorway to living room with dining table.
obj=teddy bear,bed,vase act=look room=bedroom surf=floor
#30357stextRobot dropped the irish potato into the trash can in the bedroom.
obj=irish potato act=drop room=bedroom surf=floor

질의 — resume (1차 스윕 r3 · 읽기 v1)

resume:val_101__1100:cut_01 · 컷 t=26s
질의: "You were in the middle of something. Continue what you were doing." 정답(GT): "Press the button on the dryer three times." · r=1
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: [] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 · tail 3 (답 캐시 재사용) 읽는 entry 3개 / 그래프 34개:
#0 [0s text] The robot pressed a button on the washing machine.
#1 [0s image] Black washing machine in the bathroom.
#2 [18s text] The robot pressed the control dial on the washing machin
답: task: Press the button on the dryer three times. · remaining: 1
reasoning
The user requested to press the button on the dryer three times. Memory records show the robot pressed the button/control dial twice (at t=0s and t=18s). Thus, 1 press remains.
모델 출력 원문
```json
{
  "reasoning": "The user requested to press the button on the dryer three times. Memory records show the robot pressed the button/control dial twice (at t=0s and t=18s). Thus, 1 press remains.",
  "task": "Press the button on the dryer three times.",
  "remaining": 1,
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: [] · 검색 경로: exact 0 · soft 2 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 2개 / 그래프 31개:
#1 [0s text] Robot approached and opened the clothes dryer.
#0 [0s image] washing machine/clothes dryer near bathroom
답: task: Press the button on the dryer three times. · remaining: 3
reasoning
Memory shows the robot navigated to the dryer and opened it, but no button-press actions were recorded before being stopped. The final image shows the arm positioned near the button but no press logged yet. Therefore none of the three required presses have been completed.
모델 출력 원문
{"reasoning": "Memory shows the robot navigated to the dryer and opened it, but no button-press actions were recorded before being stopped. The final image shows the arm positioned near the button but no press logged yet. Therefore none of the three required presses have been completed.", "task": "Press the button on the dryer three times.", "remaining": 3, "abstain": false}
resume:val_101__1100:cut_02 · 컷 t=34s
질의: "You were in the middle of something. Continue what you were doing." 정답(GT): "Press the button on the dryer three times." · r=0
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: [] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 · tail 3 (답 캐시 재사용) 읽는 entry 3개 / 그래프 34개:
#1 [0s image] Black washing machine in the bathroom.
#2 [18s text] The robot pressed the control dial on the washing machin
#3 [26s text] The robot pressed a button on the washing machine.
답: task: Press the button on the dryer three times. · remaining: 1
reasoning
The user commanded the robot to press the button on the dryer three times. The robot completed two press actions (at t=18s and t=26s), leaving 1 press remaining.
모델 출력 원문
```json
{
 "reasoning": "The user commanded the robot to press the button on the dryer three times. The robot completed two press actions (at t=18s and t=26s), leaving 1 press remaining.",
 "task": "Press the button on the dryer three times.",
 "remaining": 1,
 "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: [] · 검색 경로: exact 0 · soft 2 · tagger 0 · expand 0 (답 캐시 재사용) 읽는 entry 2개 / 그래프 31개:
#1 [0s text] Robot approached and opened the clothes dryer.
#0 [0s image] washing machine/clothes dryer near bathroom
답: task: Press the button on the dryer three times. · remaining: 3
reasoning
The memory only shows the robot navigating to and opening the dryer; no button presses have been recorded yet. The command required pressing the button three times, so all three presses remain.
모델 출력 원문
{"reasoning": "The memory only shows the robot navigating to and opening the dryer; no button presses have been recorded yet. The command required pressing the button three times, so all three presses remain.", "task": "Press the button on the dryer three times.", "remaining": 3, "abstain": false}
resume:val_101__1100:cut_05 · 컷 t=105s
질의: "You were in the middle of something. Continue what you were doing." 정답(GT): "Navigate to every room in the house." · r=1
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: [] · 검색 경로: exact 0 · soft 1 · tagger 0 · expand 0 · tail 3 (답 캐시 재사용) 읽는 entry 4개 / 그래프 34개:
#5 [34s image] Overview of the bedroom showing bed, desk with teddy bea
#7 [52s image] View of the bathroom sink with soap dispenser.
#8 [71s text] The robot navigated to the kitchen.
#9 [71s image] View of kitchen dining table with toaster, cell phone, m
답: task: Navigate to every room in the house. · remaining: 1
reasoning
The user command 'Navigate to every room in the house.' started at t=34s. Since then, the robot has visited the bedroom, bathroom, and kitchen (3 rooms). In a standard 4-room house (bedroom, bathroom, kitchen, living room), 1 room remains to be visited.
모델 출력 원문
```json
{"reasoning": "The user command 'Navigate to every room in the house.' started at t=34s. Since then, the robot has visited the bedroom, bathroom, and kitchen (3 rooms). In a standard 4-room house (bedroom, bathroom, kitchen, living room), 1 room remains to be visited.",
 "task": "Navigate to every room in the house.",
 "remaining": 1,
 "abstain": false}
```
claude-sonnet-5 정답
질의 태그: [] · 검색 경로: exact 0 · soft 4 · tagger 0 · expand 0 · tail 3 (답 캐시 재사용) 읽는 entry 7개 / 그래프 31개:
#1 [0s text] Robot approached and opened the clothes dryer.
#0 [0s image] washing machine/clothes dryer near bathroom
#2 [34s text] Robot left the bathroom and entered the bedroom.
#3 [34s image] Bedroom overview with bed, dresser, desk, teddy bear, ho
#8 [71s text] Robot exited bedroom through glass door into another roo
#7 [71s image] Bedroom overview with dining table, bed, dresser, teddy
#9 [71s image] Dining table with birdcage-like object, fruits, and cell
답: task: Navigate to every room in the house. · remaining: 1
reasoning
The robot's last action was navigating into the living room (part of command 2, 'Navigate to every room in the house'), so this is the command being executed when stopped. It had already visited bathroom, bedroom, and living room. The dryer button press command (task 1) was abandoned after opening the dryer without any press actions being logged, but the immediate ongoing action was room navigation. A typical house layout also includes a kitchen (visible appliance in living room), which hasn't been visited yet, leaving one more room to navigate to.
모델 출력 원문
{"reasoning": "The robot's last action was navigating into the living room (part of command 2, 'Navigate to every room in the house'), so this is the command being executed when stopped. It had already visited bathroom, bedroom, and living room. The dryer button press command (task 1) was abandoned after opening the dryer without any press actions being logged, but the immediate ongoing action was room navigation. A typical house layout also includes a kitchen (visible appliance in living room), which hasn't been visited yet, leaving one more room to navigate to.", "task": "Navigate to every room in the house.", "remaining": 1, "abstain": false}
resume:val_101__1100:cut_08 · 컷 t=301s
질의: "You were in the middle of something. Continue what you were doing." 정답(GT): "Pick up three of the eggs from the dresser and place them into the basket." · r=1
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: ['egg'] · 검색 경로: exact 0 · soft 6 · tagger 0 · expand 0 · tail 3 (답 캐시 재사용) 읽는 entry 7개 / 그래프 34개:
#5 [34s image] Overview of the bedroom showing bed, desk with teddy bea
#13 [127s image] View of the bedroom showing bed, desk, teddy bear, and d
#14 [127s image] View of the dresser with a house plant and irish potatoe
#16 [175s image] The robot picking up an irish potato from the dresser.
#22 [231s image] The robot picking up an irish potato from the dresser.
#24 [244s image] The robot placing an irish potato on the dresser.
#28 [288s text] The robot closed the lid of the bin.
답: task: Pick up three of the eggs from the dresser and place them into the basket. · remaining: 3
reasoning
The user instructed the robot to pick up three eggs (referred to as irish potatoes in captions) from the dresser and place them into the basket. Although the robot attempted to pick them up, none have been successfully placed into the basket yet. Thus, 3 eggs remain to be picked up and placed in the basket.
모델 출력 원문
```json
{"reasoning": "The user instructed the robot to pick up three eggs (referred to as irish potatoes in captions) from the dresser and place them into the basket. Although the robot attempted to pick them up, none have been successfully placed into the basket yet. Thus, 3 eggs remain to be picked up and placed in the basket.",
 "task": "Pick up three of the eggs from the dresser and place them into the basket.",
 "remaining": 3,
 "abstain": false}
```
claude-sonnet-5 오답
질의 태그: ['egg'] · 검색 경로: exact 0 · soft 9 · tagger 0 · expand 0 · tail 3 (답 캐시 재사용) 읽는 entry 11개 / 그래프 31개:
#1 [0s text] Robot approached and opened the clothes dryer.
#0 [0s image] washing machine/clothes dryer near bathroom
#2 [34s text] Robot left the bathroom and entered the bedroom.
#3 [34s image] Bedroom overview with bed, dresser, desk, teddy bear, ho
#7 [71s image] Bedroom overview with dining table, bed, dresser, teddy
#13 [127s image] Bedroom with bed, dresser, teddy bear, desk, trash can
#14 [127s image] Dresser with house plant and several small round objects
#19 [231s text] Robot navigated back toward the dresser near the bed
#20 [231s image] Dresser with house plant and remaining potato-like objec
#22 [256s text] Robot navigated across the bedroom carrying the irish po
#24 [288s text] Robot dropped the irish potato-like object into the tras
답: task: Pick up three of the eggs from the dresser and place them into the basket. · remaining: 2
reasoning
The last command heard was to pick up three eggs (represented as irish potato objects) from the dresser and place them into the basket. The memory log shows the robot approaching the dresser, then navigating and dropping one such object (the potato/egg) into a container near the bed. This indicates the robot has completed the pick-and-place cycle for one egg. No other egg pick-up or drop actions are logged, and the final view shows the robot near the container after just finishing this single transfer. Therefore, 2 more eggs still need to be picked from the dresser and placed into the basket to fulfill the command.
모델 출력 원문
{"reasoning": "The last command heard was to pick up three eggs (represented as irish potato objects) from the dresser and place them into the basket. The memory log shows the robot approaching the dresser, then navigating and dropping one such object (the potato/egg) into a container near the bed. This indicates the robot has completed the pick-and-place cycle for one egg. No other egg pick-up or drop actions are logged, and the final view shows the robot near the container after just finishing this single transfer. Therefore, 2 more eggs still need to be picked from the dresser and placed into the basket to fulfill the command.", "task": "Pick up three of the eggs from the dresser and place them into the basket.", "remaining": 2, "abstain": false}

컨텍스트 val_733__1100

저장된 그래프 — gemini-3.6-flash (19 entries · image 10)

idt형내용 · 태그image entry 실물
#00stextThe robot pressed a button on the washing machine.
obj=washing machine act=press room=kitchen surf=washing machine
#10simageKitchen area showing washing machine and countertop with apple, boiler, cooking pan, and bowl.
obj=washing machine,apple,boiler,cooking pan,bowl room=kitchen surf=countertop
#232stextThe robot moved from the kitchen into the bedroom.
act=navigate room=bedroom
#332simageBedroom with a dresser holding an alarm clock and a laundry basket on the floor
obj=dresser,alarm clock room=bedroom surf=dresser,floor
#460stextThe robot navigated from the bedroom into the bathroom.
act=navigate room=bathroom
#560simageBathroom with toilet, toilet tissue on toilet tank, and plunger on floor
obj=toilet,toilet tissue,plunger act=look room=bathroom surf=toilet,floor
#681stextThe robot navigated from the bathroom into the living room and then to the kitchen.
act=navigate room=kitchen
#781simageLiving room view with basketball on side table and baseball bat on floor
obj=basketball,baseball bat room=living room surf=table,floor
#881simageKitchen dining area showing dining table with house plant and bottles
obj=house plant,bottle,wine bottle,clothes dryer room=kitchen surf=dining table,floor
#9126stextThe robot navigated into the living room.
act=navigate room=living room
#10126simageLiving room with TV and red vase on TV stand
obj=desktopcomputer,vase,knickknack act=look room=living room surf=tv stand
#11151stextThe robot navigated to the side table in the living room.
act=navigate room=living room surf=table
#12151simageSide table in living room with a basketball and small object on it
obj=basketball,knickknack act=look room=living room surf=table
#13204stextThe robot picked up a small brown object from the side table in the living room.
obj=irish potato,knickknack act=pick room=living room surf=table
#14204simageRobot picking up small brown object from side table next to basketball
obj=irish potato,knickknack,basketball act=pick room=living room surf=table
#15216stextThe robot navigated across the room while holding the small brown object.
obj=irish potato,knickknack act=navigate room=living room
#16216simageView of dining area with house plant and cup, bed with laptop, and baseball bat on the floor
obj=house plant,cup,laptop,baseball bat act=look room=living room surf=floor
#17247stextThe robot dropped the small brown object into a bin on the floor
obj=irish potato,knickknack act=drop room=living room surf=floor
#18247simageRobot dropping small brown object into a bin on the floor
obj=irish potato,knickknack act=drop room=living room surf=floor

저장된 그래프 — claude-sonnet-5 (24 entries · image 16)

idt형내용 · 태그image entry 실물
#00simageKitchen counter with items visible near washing machine
obj=apple,pot,bottle,bowl,box act=look room=kitchen surf=countertop
#10stextThe robot approached the washing machine in the kitchen.
obj=washing machine act=navigate room=kitchen surf=washing machine
#216stextThe robot opened the washing machine door in the kitchen.
obj=washing machine act=open room=kitchen surf=washing machine
#324stextThe robot pressed a button on the washing machine in the kitchen.
obj=washing machine act=press room=kitchen surf=washing machine
#432stextThe robot closed the washing machine door in the kitchen.
obj=washing machine act=close room=kitchen surf=washing machine
#532simageLiving room with dining table, chairs, and house plant visible through doorway
obj=dining table,chair,house plant,laptop act=navigate room=living room surf=dining table
#632simageBedroom with dresser and wastebasket near door
obj=dresser,box act=look room=bedroom surf=dresser
#760simageBedroom with dresser and doorway to bathroom
obj=dresser act=navigate room=bedroom surf=dresser
#860simageBathroom with toilet and plunger visible
obj=toilet,plunger act=navigate room=bathroom surf=toilet
#960stextThe robot moved from the bedroom into the bathroom.
obj=door act=navigate room=bathroom
#1081simageLiving room with wastebasket lid open, basketball, bed, dining table visible
obj=box,basketball,bed,dining table,house plant act=open room=living room surf=floor
#1181simageKitchen with washing machine, countertop with fruit and bowl
obj=washing machine,apple,bowl,cup act=navigate room=kitchen surf=countertop
#1281simageKitchen dining table with bottles, plant, and toothbrush
obj=dining table,house plant,bottle,chair act=navigate room=kitchen surf=dining table
#13126simageLiving room with sofa, dining table, house plant, and cart visible
obj=sofa,dining table,house plant,cart act=navigate room=living room surf=sofa
#14126simageLiving room tv stand with desktopcomputer and apple, cart nearby
obj=desktopcomputer,apple,cart act=navigate room=living room surf=tv stand
#15126stextThe robot moved from the kitchen into the living room.
obj=door act=navigate room=living room
#16151simageLiving room desk with desktopcomputer and vase/tomato item
obj=desk,desktopcomputer,vase,tomato act=navigate room=living room surf=desk
#17151simageHallway shelf with basketball, near dresser
obj=basketball,shelf,dresser act=navigate room=living room surf=shelf
#18151simageSmall table with basketball and potatoes near dining table
obj=basketball,irish potato,dining table,house plant act=navigate room=living room surf=cart
#19204simageRobot arm reaching toward basketball and irish potatoes on small table
obj=basketball,irish potato,cart act=pick room=living room surf=cart
#20216stextThe robot picked up the basketball from the table.
obj=basketball act=pick room=living room surf=cart
#21216simageRobot carrying basketball, bed and laptop visible in background room
obj=basketball,bed,laptop act=navigate room=bedroom surf=bed
#22247stextThe robot dropped the basketball near a trash can in the bedroom.
obj=basketball act=drop room=bedroom surf=floor
#23247simageBedroom with bed, laptop, trash can, and basketball on floor
obj=basketball,bed,laptop,box room=bedroom surf=floor

질의 — resume (1차 스윕 r3 · 읽기 v1)

resume:val_733__1100:cut_01 · 컷 t=24s
질의: "You were in the middle of something. Continue what you were doing." 정답(GT): "Press the button on the dryer three times." · r=1
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: [] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 · tail 2 (답 캐시 재사용) 읽는 entry 2개 / 그래프 19개:
#0 [0s text] The robot pressed a button on the washing machine.
#1 [0s image] Kitchen area showing washing machine and countertop with
답: task: Press the button on the dryer three times. · remaining: 2
reasoning
The user commanded the robot to press the button on the dryer three times. The robot's memory records 1 completed button press at t=0s, leaving 2 presses remaining.
모델 출력 원문
```json
{
  "reasoning": "The user commanded the robot to press the button on the dryer three times. The robot's memory records 1 completed button press at t=0s, leaving 2 presses remaining.",
  "task": "Press the button on the dryer three times.",
  "remaining": 2,
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: [] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 · tail 3 (답 캐시 재사용) 읽는 entry 3개 / 그래프 24개:
#1 [0s text] The robot approached the washing machine in the kitchen.
#0 [0s image] Kitchen counter with items visible near washing machine
#2 [16s text] The robot opened the washing machine door in the kitchen
답: task: Press the button on the dryer three times. · remaining: 3
reasoning
The memory shows the robot navigated to the dryer/washing machine and opened its door, but no button press events were recorded before being stopped. Therefore none of the three required presses have been completed yet.
모델 출력 원문
{"reasoning": "The memory shows the robot navigated to the dryer/washing machine and opened its door, but no button press events were recorded before being stopped. Therefore none of the three required presses have been completed yet.", "task": "Press the button on the dryer three times.", "remaining": 3, "abstain": false}
resume:val_733__1100:cut_02 · 컷 t=32s
질의: "You were in the middle of something. Continue what you were doing." 정답(GT): "Press the button on the dryer three times." · r=0
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 오답
질의 태그: [] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 · tail 2 (답 캐시 재사용) 읽는 entry 2개 / 그래프 19개:
#0 [0s text] The robot pressed a button on the washing machine.
#1 [0s image] Kitchen area showing washing machine and countertop with
답: task: Press the button on the dryer three times. · remaining: 2
reasoning
The user instructed to press the button on the dryer three times. Memory records show that 1 button press was executed, leaving 2 presses remaining.
모델 출력 원문
```json
{
  "reasoning": "The user instructed to press the button on the dryer three times. Memory records show that 1 button press was executed, leaving 2 presses remaining.",
  "task": "Press the button on the dryer three times.",
  "remaining": 2,
  "abstain": false
}
```
claude-sonnet-5 오답
질의 태그: [] · 검색 경로: exact 0 · soft 0 · tagger 0 · expand 0 · tail 3 (답 캐시 재사용) 읽는 entry 3개 / 그래프 24개:
#1 [0s text] The robot approached the washing machine in the kitchen.
#2 [16s text] The robot opened the washing machine door in the kitchen
#3 [24s text] The robot pressed a button on the washing machine in the
답: task: Press the button on the dryer three times. · remaining: 2
reasoning
The user asked to press the button on the dryer (referred to in memory as washing machine) three times. The robot navigated, opened door, and pressed the button once. So 2 presses remain.
모델 출력 원문
{"reasoning": "The user asked to press the button on the dryer (referred to in memory as washing machine) three times. The robot navigated, opened door, and pressed the button once. So 2 presses remain.", "task": "Press the button on the dryer three times.", "remaining": 2, "abstain": false}
resume:val_733__1100:cut_05 · 컷 t=126s
질의: "You were in the middle of something. Continue what you were doing." 정답(GT): "Navigate to every room in the house." · r=1
질의 시점 관측 (reader가 받는 현재 뷰 1장)
gemini-3.6-flash 정답
질의 태그: [] · 검색 경로: exact 0 · soft 1 · tagger 0 · expand 0 · tail 2 (답 캐시 재사용) 읽는 entry 3개 / 그래프 19개:
#6 [81s text] The robot navigated from the bathroom into the living ro
#7 [81s image] Living room view with basketball on side table and baseb
#8 [81s image] Kitchen dining area showing dining table with house plan
답: task: Navigate to every room in the house. · remaining: 1
reasoning
The robot is currently executing command 2 ('Navigate to every room in the house.'). From its memory, it started in the bathroom and has visited the living room and kitchen (3 rooms total). With 4 rooms in the house (bathroom, living room, kitchen, bedroom), 1 room remains to be visited.
모델 출력 원문
```json
{"reasoning": "The robot is currently executing command 2 ('Navigate to every room in the house.'). From its memory, it started in the bathroom and has visited the living room and kitchen (3 rooms total). With 4 rooms in the house (bathroom, living room, kitchen, bedroom), 1 room remains to be visited.", "task": "Navigate to every room in the house.", "remaining": 1, "abstain": false}
```
claude-sonnet-5 오답
질의 태그: [] · 검색 경로: exact 0 · soft 3 · tagger 0 · expand 0 · tail 1 (답 캐시 재사용) 읽는 entry 4개 / 그래프 24개:
#5 [32s image] Living room with dining table, chairs, and house plant v
#10 [81s image] Living room with wastebasket lid open, basketball, bed,
#11 [81s image] Kitchen with washing machine, countertop with fruit and
#12 [81s image] Kitchen dining table with bottles, plant, and toothbrush
답: task: Navigate to every room in the house. · remaining: 2
reasoning
The last four memory entries show the robot navigating from the living room (t=32s) into the living room again while opening a trash lid, then moving into the kitchen (two kitchen views at t=81s). The final observed frame matches the kitchen dining table view, indicating the robot was actively executing the 'Navigate to every room in the house' command when stopped. No evidence in memory shows the dryer being located or its button pressed, so that earlier command's status is unclear, but the immediate action being interrupted is the room-navigation task. So far the robot has visited the living room and kitchen. In a typical house layout (kitchen, living room, bedroom, bathroom), that leaves two rooms (bedroom and bathroom) still unvisited.
모델 출력 원문
{"reasoning": "The last four memory entries show the robot navigating from the living room (t=32s) into the living room again while opening a trash lid, then moving into the kitchen (two kitchen views at t=81s). The final observed frame matches the kitchen dining table view, indicating the robot was actively executing the 'Navigate to every room in the house' command when stopped. No evidence in memory shows the dryer being located or its button pressed, so that earlier command's status is unclear, but the immediate action being interrupted is the room-navigation task. So far the robot has visited the living room and kitchen. In a typical house layout (kitchen, living room, bedroom, bathroom), that leaves two rooms (bedroom and bathroom) still unvisited.", "task": "Navigate to every room in the house.", "remaining": 2, "abstain": false}