2 예시 1: D1 S-Act. — 규칙을 듣고 같은 범주 다른 물체를 시범
train_1639__6874 · routine:train_1639__6874:direct_R3
질의: Put the bread on the countertop away.
GT: bread → bedroom/laundry basket
들은 발화: Put the clothes from the countertop on the sofa.; Put the bottles from the dining table on the shelving unit.; Put the food from the dining table into the laundry basket.
frames-uniform (Uniform) ✓
헤더: "Here are snapshots from my episode, in order:" — 프레임 사이에 들은 발화가 시간순으로 끼워진다(reader 가 규칙 문장을 그대로 읽는다).
[t=0.0s] <IMG f0>
[t=0.0s] heard: "Put the clothes from the countertop on the sofa."
[t=0.0s] heard: "Put the bottles from the dining table on the shelving unit."
[t=0.0s] heard: "Put the food from the dining table into the laundry basket."
[t=51.5s] <IMG f1288>
[t=103.0s] <IMG f2575>
[t=154.5s] <IMG f3863>
[t=206.0s] <IMG f5151>
[t=257.6s] <IMG f6439>
[t=309.0s] <IMG f7726>
[t=360.6s] <IMG f9014>

답: bread → bedroom/laundry basket
reasoning: The user previously instructed to put food into the laundry basket, which is located in the bedroom.
MemER (vis-pure) ✗
헤더: "Here are the frames I chose to keep as memory during the episode:" — writer 가 발화를 듣고 고른 프레임만, 텍스트 없음.
[t=10.0s] <IMG f250>
[t=90.0s] <IMG f2249>
[t=110.0s] <IMG f2749>
[t=120.0s] <IMG f2999>
[t=140.0s] <IMG f3499>
[t=160.0s] <IMG f4000>
[t=250.0s] <IMG f6250>
[t=350.0s] <IMG f8749>

답: bread → kitchen/dining table
reasoning: In the kitchen, bread was seen placed on the round dining table next to the countertop.
tagmem frame-only 기권
질의 태그 {'obj': ['bread'], 'act': ['place'], 'room': [], 'surf': ['countertop']} · 정확 히트 4 · 꼬리 3 · 채움 4
헤더: vis-pure 와 같은 형식(프레임+시각만). 아래 태그는 검색에만 쓰였고 reader 에겐 안 보임:
[t=0.0s] <IMG f0> (obj=bottle act=look surf=dining table)
[t=10.0s] <IMG f250> (obj=fabric,bread act=look surf=countertop)
[t=30.0s] <IMG f750> (obj=fabric,bread act=look room=kitchen surf=countertop)
[t=150.0s] <IMG f3749> (obj=soapdispenser act=navigate room=bedroom)
[t=270.0s] <IMG f6749> (obj=bread act=look room=kitchen surf=countertop | act=navigate room=kitchen)
[t=270.0s] <IMG f6750> (obj=bread act=look room=kitchen surf=countertop)
[t=360.0s] <IMG f9000> (obj=house plant,vase act=look room=living room surf=side table)
(검색됐지만 frames 분기가 버린 텍스트 항목: Heard the user say: "Put the clothes from the countertop on the sofa." / Heard the user say: "Put the bottles from the dining table on the shelving unit." / Heard the user say: "Put the food from the dining table into the laundry basket.")

답: (없음)
reasoning: There is no prior interaction, instruction, or consistent storage location observed for bread in memory.
tagmem full (text + frames) ✓
질의 태그 {'obj': ['bread'], 'act': ['place'], 'room': [], 'surf': ['countertop']} · 정확 히트 2 · 꼬리 3
헤더: "Entries from my memory index relevant to this question (44 stored in total):"
[t=0s] IMG 0 <image f0> (obj=dining table,cup,countertop act=look room=kitchen surf=dining table)
[t=0s] IMG 1 <image f250> (obj=fabric,bread,countertop act=look room=kitchen surf=countertop)
[t=0s] IMG 3 <image f749> (obj=fabric,dining table act=pick room=kitchen surf=countertop)
[t=0s] Heard the user say: "Put the clothes from the countertop on the sofa." (obj=clothes act=instruct surf=sofa)
[t=0s] Heard the user say: "Put the bottles from the dining table on the shelving unit." (obj=bottles,bottle act=instruct surf=shelving unit)
[t=0s] Heard the user say: "Put the food from the dining table into the laundry basket." (obj=food act=instruct surf=laundry basket)
[t=30s] IMG 5 <image f750> (obj=fabric,candle,irish potato,countertop,dining table act=look room=kitchen surf=dining table)
[t=150s] IMG 17 <image f4000> (act=look room=bedroom surf=floor)
[t=210s] IMG 26 <image f5999> (obj=apple,irish potato act=look room=kitchen surf=side table)
[t=240s] IMG 29 <image f6749> (obj=apple,bread,soapdispenser act=navigate room=kitchen surf=floor)
[t=360s] IMG 39 <image f9000> (obj=laundry basket,house plant,vase act=look room=bedroom surf=floor)
LEDGER: place fabric → sofa [living room]: ×1 (n=1 · t=60) / place soapdispenser → shelf [kitchen]: ×1 (n=? · t=210) / place apple → laundry basket [bedroom]: ×1 (n=1 · t=330) / rooms seen so far: kitchen (t=0) · living room (t=30) · bedroom (t=90)

답: bread → bedroom/laundry basket
reasoning: The user previously instructed to put food into the laundry basket, and food items like the apple were placed into the laundry basket located in the bedroom.
3 예시 2: S1 M-Act. — 여러 물건, 규칙 2~3개
train_1161__7338 · routine:train_1161__7338:multi
질의: Clear the dining table. Items on it: alarm clock, fork, cell phone, cell phone, spatula.
GT: alarm clock → bedroom/side table; fork → living room/sofa; cell phone → bedroom/side table; cell phone → bedroom/side table; spatula → living room/sofa
들은 발화: Put the gadgets from the dining table on the side table.; Put the kitchen utensils from the dining table on the sofa.
frames-uniform (Uniform) ✓
헤더: "Here are snapshots from my episode, in order:" — 프레임 사이에 들은 발화가 시간순으로 끼워진다(reader 가 규칙 문장을 그대로 읽는다).
[t=0.0s] <IMG f0>
[t=0.0s] heard: "Put the gadgets from the dining table on the side table."
[t=0.0s] heard: "Put the kitchen utensils from the dining table on the sofa."
[t=65.5s] <IMG f1637>
[t=130.9s] <IMG f3273>
[t=196.4s] <IMG f4910>
[t=261.8s] <IMG f6546>
[t=327.3s] <IMG f8183>
[t=392.8s] <IMG f9819>
[t=458.2s] <IMG f11456>

답: alarm clock → bedroom/side table; fork → living room/sofa; cell phone → bedroom/side table; cell phone → bedroom/side table; spatula → living room/sofa
reasoning: The user instructed that gadgets from the dining table belong on the side table in the bedroom, and kitchen utensils from the dining table belong on the sofa in the living room.
MemER (vis-pure) 기권
헤더: "Here are the frames I chose to keep as memory during the episode:" — writer 가 발화를 듣고 고른 프레임만, 텍스트 없음.
[t=80.0s] <IMG f1999>
[t=100.0s] <IMG f2500>
[t=210.0s] <IMG f5249>
[t=280.0s] <IMG f7000>
[t=310.0s] <IMG f7750>
[t=330.0s] <IMG f8250>
[t=390.0s] <IMG f9749>
[t=455.5s] <IMG f11387>

답: (없음)
reasoning: The robot cleared a knife (placed on the sofa in the living room), a remote/item (placed on the side table in the bedroom), and a spoon (carried toward the kitchen), but there is no memory or demonstrated rule for where the alarm clock, fork, cell phones, or spatula belong.
tagmem frame-only 기권
질의 태그 {'obj': ['alarm clock', 'cell phone', 'fork', 'spatula'], 'act': [], 'room': [], 'surf': ['dining table']} · 정확 히트 15 · 꼬리 3 · 채움 0
헤더: vis-pure 와 같은 형식(프레임+시각만). 아래 태그는 검색에만 쓰였고 reader 에겐 안 보임:
[t=270.0s] <IMG f6749> (obj=alarm clock,butter knife,cell phone,spatula,spoon act=look room=bedroom surf=desk)
[t=270.0s] <IMG f6750> (obj=alarm clock,butter knife,cell phone,spatula,spoon act=look room=bedroom surf=desk)
[t=280.0s] <IMG f7000> (obj=alarm clock,butter knife,cell phone,spatula,spoon act=look room=bedroom surf=desk)
[t=290.0s] <IMG f7249> (obj=bed,side table act=look room=bedroom)
[t=330.0s] <IMG f8249> (obj=spoon,spatula,pen,cell phone act=look room=bedroom surf=desk)
[t=330.0s] <IMG f8250> (obj=spoon,spatula,pen,cell phone,watch act=look room=bedroom surf=desk)
[t=350.0s] <IMG f8749> (obj=spatula,pen,cell phone,watch act=look room=bedroom surf=desk)
[t=390.0s] <IMG f9749> (obj=apple,bottle,bowl,pot act=look room=kitchen surf=dining table)
(검색됐지만 frames 분기가 버린 텍스트 항목: Heard the user say: "Put the gadgets from the dining table on the side table." / Heard the user say: "Put the kitchen utensils from the dining table on the sofa.")

답: (없음)
reasoning: I do not have sufficient memory or clear demonstrations indicating where these specific items (alarm clock, fork, cell phone, spatula) belong in this house.
tagmem full (text + frames) ✓
질의 태그 {'obj': ['alarm clock', 'cell phone', 'fork', 'spatula'], 'act': [], 'room': [], 'surf': ['dining table']} · 정확 히트 21 · 꼬리 3
헤더: "Entries from my memory index relevant to this question (64 stored in total):"
[t=0s] The robot picked up the alarm clock from the dining table. (obj=alarm clock act=pick room=bedroom surf=dining table)
[t=0s] Heard the user say: "Put the gadgets from the dining table on the side table." (obj=gadgets,gadget act=instruct surf=side table)
[t=0s] Heard the user say: "Put the kitchen utensils from the dining table on the sofa." (obj=kitchen utensils,utensils act=instruct surf=sofa)
[t=30s] The robot placed the alarm clock on the side table. (obj=alarm clock act=place room=bedroom surf=side table)
[t=270s] The robot picked up a cell phone from the desk in the bedroom. (obj=cell phone,remote control act=pick room=bedroom surf=desk)
[t=300s] The robot placed the cell phone on the white side table in the bedroom. (obj=cell phone act=place room=bedroom surf=side table n=1)
[t=300s] IMG 38 <image f7750> (obj=cell phone,remote control,side table act=place room=bedroom surf=side table)
[t=300s] IMG 39 <image f7999> (obj=cell phone,remote control,side table act=look room=bedroom surf=side table)
[t=300s] IMG 41 <image f8249> (obj=spoon,spatula,butter knife,cell phone,desk act=look room=bedroom surf=desk)
[t=330s] IMG 43 <image f8250> (obj=spoon,spatula,butter knife,cell phone,desk act=pick room=bedroom surf=desk)
[t=330s] IMG 44 <image f8749> (obj=spoon,desk,spatula,cell phone,knickknack act=navigate room=bedroom surf=desk)
[t=360s] IMG 49 <image f9499> (obj=spoon,dining table,apple,bottle,bowl,pot act=navigate room=living room surf=floor)
[t=360s] IMG 50 <image f9749> (obj=spoon,dining table,apple,bottle,bowl,pot act=navigate room=living room surf=floor)
[t=390s] IMG 52 <image f9750> (obj=spoon,dining table,apple,bottle,bowl,pot act=navigate room=living room surf=floor)
LEDGER: place alarm clock → side table [bedroom]: ×1 (n=? · t=30) / place butter knife → sofa [living room]: ×1 (n=1 · t=180) / place cell phone → side table [bedroom]: ×1 (n=1 · t=300) / place spoon → sofa [living room]: ×1 (n=1 · t=450) / rooms seen so far: bedroom (t=0) · kitchen (t=120) · living room (t=150)

답: alarm clock → bedroom/side table; fork → living room/sofa; cell phone → bedroom/side table; cell phone → bedroom/side table; spatula → living room/sofa
reasoning: Based on user instructions at t=0s, gadgets from the dining table belong on the bedroom side table, while kitchen utensils go on the living room sofa. Therefore, the alarm clock and cell phones go to the side table in the bedroom, and the fork and spatula go to the sofa in the living room.
4 예시 3: D2 S-Obs. — 말한 규칙 없음, 관측만
train_1437__8071 · routine:train_1437__8071:direct_R1
질의: Put the hand towel on the countertop away.
GT: hand towel → living room/side table
들은 발화: Put the bottles from the countertop on the armchair.
frames-uniform (Uniform) 기권
헤더: "Here are snapshots from my episode, in order:" — 프레임 사이에 들은 발화가 시간순으로 끼워진다(reader 가 규칙 문장을 그대로 읽는다).
[t=0.0s] <IMG f0>
[t=0.0s] heard: "Put the bottles from the countertop on the armchair."
[t=95.2s] <IMG f2379>
[t=190.3s] <IMG f4758>
[t=285.5s] <IMG f7137>
[t=380.7s] <IMG f9517>
[t=475.8s] <IMG f11896>
[t=571.0s] <IMG f14275>
[t=666.2s] <IMG f16654>

답: (없음)
reasoning: I have no memory or instruction regarding where hand towels go in this house.
MemER (vis-pure) ✓
헤더: "Here are the frames I chose to keep as memory during the episode:" — writer 가 발화를 듣고 고른 프레임만, 텍스트 없음.
[t=0.0s] <IMG f0>
[t=310.0s] <IMG f7750>
[t=350.0s] <IMG f8749>
[t=410.0s] <IMG f10249>
[t=470.0s] <IMG f11749>
[t=490.0s] <IMG f12250>
[t=540.0s] <IMG f13499>
[t=664.1s] <IMG f16603>

답: hand towel → living room/side table
reasoning: In earlier frames (such as t=410.0s and t=490.0s), folded cloths/hand towels are organized and kept on the black side table in the living room.
tagmem frame-only ✓
질의 태그 {'obj': [], 'act': ['place'], 'room': [], 'surf': ['countertop']} · 정확 히트 0 · 꼬리 3 · 채움 5
헤더: vis-pure 와 같은 형식(프레임+시각만). 아래 태그는 검색에만 쓰였고 reader 에겐 안 보임:
[t=210.0s] <IMG f5249> (obj=box,tissue box act=navigate room=living room surf=floor)
[t=320.0s] <IMG f7999> (obj=countertop act=navigate room=kitchen surf=floor)
[t=390.0s] <IMG f9750> (obj=bread,lettuce,bottle,atomizer,spoon act=look room=kitchen surf=dining table)
[t=490.0s] <IMG f12250> (act=look room=living room surf=armchair)
[t=580.0s] <IMG f14500> (obj=soapdispenser,bottle act=look room=kitchen surf=countertop)
[t=660.0s] <IMG f16499> (obj=atomizer act=place room=bedroom surf=armchair n=1)
[t=660.0s] <IMG f16500> (obj=soapdispenser,atomizer,cell phone,tissue box act=look room=bedroom surf=armchair)
[t=664.1s] <IMG f16603> (obj=soapdispenser,atomizer,cell phone,tissue box,house plant,table lamp act=look room=bedroom surf=floor)
(검색됐지만 frames 분기가 버린 텍스트 항목: Heard the user say: "Put the bottles from the countertop on the armchair.")

답: hand towel → living room/side table
reasoning: In the memory frames, folded hand towels/cloths of various colors are kept on the black side table in the living room.
tagmem full (text + frames) 기권
질의 태그 {'obj': [], 'act': ['place'], 'room': [], 'surf': ['countertop']} · 정확 히트 0 · 꼬리 3
헤더: "Entries from my memory index relevant to this question (91 stored in total):"
[t=0s] Heard the user say: "Put the bottles from the countertop on the armchair." (obj=bottles,bottle act=instruct surf=armchair)
[t=150s] IMG 22 <image f4249> (obj=countertop,bottle,soapdispenser,atomizer act=navigate room=bathroom surf=countertop)
[t=150s] IMG 23 <image f4499> (obj=countertop,bottle,soapdispenser act=navigate room=bathroom surf=countertop)
[t=180s] IMG 25 <image f4500> (obj=countertop,soapdispenser,bottle act=pick room=bathroom surf=countertop)
[t=300s] IMG 45 <image f8249> (obj=tennisracket,baseball bat,bottle,credit card,statue,countertop act=navigate room=kitchen surf=countertop)
[t=330s] IMG 46 <image f8250> (obj=soapdispenser,atomizer,bottle,credit card,statue,countertop act=look room=kitchen surf=countertop)
[t=330s] IMG 48 <image f8500> (obj=soapdispenser,atomizer,cooking pan,bread,bottle,countertop,dining table act=pick room=kitchen surf=countertop)
[t=330s] IMG 49 <image f8999> (obj=soapdispenser,atomizer,countertop act=pick room=kitchen surf=countertop)
[t=570s] IMG 75 <image f14500> (obj=cooking pan,bread,lettuce,bottle,soapdispenser act=look room=kitchen surf=dining table,countertop)
LEDGER: place bottle → armchair [bedroom]: ×1 (n=1 · t=120) / place soapdispenser → armchair [bedroom]: ×1 (n=1 · t=240) / place atomizer → countertop [kitchen]: ×1 (n=1 · t=510) / place atomizer → armchair [bedroom]: ×1 (n=2 · t=630) / rooms seen so far: kitchen (t=30) · living room (t=30) · bedroom (t=60) · bathroom (t=150)

답: (없음)
reasoning: There is no memory or instruction regarding where a hand towel should be placed in this household.