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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
task_id: string
title: string
category: string
task: string
scene_id: string
episode_id: string
agent_spawns: string
initial_states: string
active_mechanics: list<item: string>
  child 0, item: string
mechanic_bindings: list<item: string>
  child 0, item: string
agent_secrets: string
agent_actions: string
message_targets: string
pddl_domain: string
problem_pddl: string
num_agents: int64
teams: string
team_secrets: string
tom_level: int64
tom_reasoning: string
runtime_semantics_version: string
functional_goal_pddl: string
literal_tom_probes: list<item: struct<probe_id: string, agent_id: string, subject_agents: list<item: string>, fact_pddl: (... 236 chars omitted)
  child 0, item: struct<probe_id: string, agent_id: string, subject_agents: list<item: string>, fact_pddl: string, fa (... 224 chars omitted)
      child 0, probe_id: string
      child 1, agent_id: string
      child 2, subject_agents: list<item: string>
          child 0, item: string
      child 3, fact_pddl: string
      child 4, fact_natural_language: string
      child 5, source_pddl: string
      child 6, question: string
      child 7, expected_response: struct<predicate: string, holds: bool, args: list<item: string>>
          child 0, predicate: string
          child 1, holds: bool
          child 2, args: list<item: string>
              child 0, item: string
      child 8, depth: int64
      child 9, owner: string
      child 10, supported: bool
      child 11, unsupported_reason: null
epistemic_conjunct
...
: string
  child 5, bedroom_2: list<item: string>
      child 0, item: string
  child 6, bathroom_2: list<item: string>
      child 0, item: string
  child 7, entryway_1: list<item: string>
      child 0, item: string
  child 8, kitchen_1: list<item: string>
      child 0, item: string
  child 9, unknown_room: list<item: null>
      child 0, item: null
goal_owners: struct<agent_0: list<item: string>, agent_1: list<item: string>, agent_2: list<item: string>>
  child 0, agent_0: list<item: string>
      child 0, item: string
  child 1, agent_1: list<item: string>
      child 0, item: string
  child 2, agent_2: list<item: string>
      child 0, item: string
agents: struct<agent_0: string, agent_1: string>
  child 0, agent_0: string
  child 1, agent_1: string
description: null
furniture: list<item: string>
  child 0, item: string
items: list<item: null>
  child 0, item: null
initial_agent_positions: struct<agent_0: struct<position: list<item: double>, rotation: double>, agent_1: struct<position: li (... 36 chars omitted)
  child 0, agent_0: struct<position: list<item: double>, rotation: double>
      child 0, position: list<item: double>
          child 0, item: double
      child 1, rotation: double
  child 1, agent_1: struct<position: list<item: double>, rotation: double>
      child 0, position: list<item: double>
          child 0, item: double
      child 1, rotation: double
rooms: list<item: string>
  child 0, item: string
objects: list<item: string>
  child 0, item: string
to
{'task_id': Value('string'), 'title': Value('string'), 'category': Value('string'), 'task': Value('string'), 'scene_id': Value('string'), 'episode_id': Value('string'), 'agent_spawns': Json(decode=True), 'initial_states': Json(decode=True), 'active_mechanics': List(Value('string')), 'mechanic_bindings': List(Json(decode=True)), 'items': List(Value('null')), 'locked_containers': Json(decode=True), 'agent_secrets': Json(decode=True), 'agent_actions': Json(decode=True), 'message_targets': Json(decode=True), 'pddl_domain': Value('string'), 'problem_pddl': Value('string'), 'num_agents': Value('int64'), 'teams': Json(decode=True), 'team_secrets': Json(decode=True), 'golden_trajectory': List({'actions': List({'agent': Value('string'), 'action': Value('string')})}), 'golden_trajectory_metadata': {'planner': Value('string'), 'planner_version': Value('string'), 'source': Value('string'), 'spec_hash': Value('string'), 'trajectory_hash': Value('string'), 'generated_at': Value('string'), 'num_steps': Value('int64'), 'communication_derived': Value('bool'), 'ignored_epistemic_steps': Value('int64'), 'functional_goal_pddl': Value('string'), 'planned_literals': List(Value('string')), 'ignored_literals': List(Value('null')), 'planner_notes': List(Value('string'))}, 'tom_level': Value('int64'), 'tom_reasoning': Value('string'), 'runtime_semantics_version': Value('string'), 'functional_goal_pddl': Value('string'), 'literal_tom_probes': List({'probe_id': Value('string'), 'agent_id': Value('string'), 'subject_agents': List(Value('string')), 'fact_pddl': Value('string'), 'fact_natural_language': Value('string'), 'source_pddl': Value('string'), 'question': Value('string'), 'expected_response': {'predicate': Value('string'), 'holds': Value('bool'), 'args': List(Value('string'))}, 'depth': Value('int64'), 'owner': Value('string'), 'supported': Value('bool'), 'unsupported_reason': Value('null')}), 'epistemic_conjuncts_removed': Value('int64'), 'runtime_projection_valid': Value('bool'), 'runtime_projection_errors': List(Value('null')), 'mechanics': List(Json(decode=True)), 'tom_level_method': Value('string'), 'description': Value('null'), 'agents': {'agent_0': Value('string'), 'agent_1': Value('string')}, 'furniture_in_rooms': {'bedroom_1': List(Value('string')), 'bathroom_1': List(Value('string')), 'living_room_1': List(Value('string')), 'toilet_1': List(Value('string')), 'laundryroom_1': List(Value('string')), 'bedroom_2': List(Value('string')), 'bathroom_2': List(Value('string')), 'entryway_1': List(Value('string')), 'kitchen_1': List(Value('string')), 'unknown_room': List(Value('null'))}, 'analysis': Value('string'), 'initial_agent_positions': {'agent_0': {'position': List(Value('float64')), 'rotation': Value('float64')}, 'agent_1': {'position': List(Value('float64')), 'rotation': Value('float64')}}, 'rooms': List(Value('string')), 'furniture': List(Value('string')), 'objects': List(Value('string'))}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              task_id: string
              title: string
              category: string
              task: string
              scene_id: string
              episode_id: string
              agent_spawns: string
              initial_states: string
              active_mechanics: list<item: string>
                child 0, item: string
              mechanic_bindings: list<item: string>
                child 0, item: string
              agent_secrets: string
              agent_actions: string
              message_targets: string
              pddl_domain: string
              problem_pddl: string
              num_agents: int64
              teams: string
              team_secrets: string
              tom_level: int64
              tom_reasoning: string
              runtime_semantics_version: string
              functional_goal_pddl: string
              literal_tom_probes: list<item: struct<probe_id: string, agent_id: string, subject_agents: list<item: string>, fact_pddl: (... 236 chars omitted)
                child 0, item: struct<probe_id: string, agent_id: string, subject_agents: list<item: string>, fact_pddl: string, fa (... 224 chars omitted)
                    child 0, probe_id: string
                    child 1, agent_id: string
                    child 2, subject_agents: list<item: string>
                        child 0, item: string
                    child 3, fact_pddl: string
                    child 4, fact_natural_language: string
                    child 5, source_pddl: string
                    child 6, question: string
                    child 7, expected_response: struct<predicate: string, holds: bool, args: list<item: string>>
                        child 0, predicate: string
                        child 1, holds: bool
                        child 2, args: list<item: string>
                            child 0, item: string
                    child 8, depth: int64
                    child 9, owner: string
                    child 10, supported: bool
                    child 11, unsupported_reason: null
              epistemic_conjunct
              ...
              : string
                child 5, bedroom_2: list<item: string>
                    child 0, item: string
                child 6, bathroom_2: list<item: string>
                    child 0, item: string
                child 7, entryway_1: list<item: string>
                    child 0, item: string
                child 8, kitchen_1: list<item: string>
                    child 0, item: string
                child 9, unknown_room: list<item: null>
                    child 0, item: null
              goal_owners: struct<agent_0: list<item: string>, agent_1: list<item: string>, agent_2: list<item: string>>
                child 0, agent_0: list<item: string>
                    child 0, item: string
                child 1, agent_1: list<item: string>
                    child 0, item: string
                child 2, agent_2: list<item: string>
                    child 0, item: string
              agents: struct<agent_0: string, agent_1: string>
                child 0, agent_0: string
                child 1, agent_1: string
              description: null
              furniture: list<item: string>
                child 0, item: string
              items: list<item: null>
                child 0, item: null
              initial_agent_positions: struct<agent_0: struct<position: list<item: double>, rotation: double>, agent_1: struct<position: li (... 36 chars omitted)
                child 0, agent_0: struct<position: list<item: double>, rotation: double>
                    child 0, position: list<item: double>
                        child 0, item: double
                    child 1, rotation: double
                child 1, agent_1: struct<position: list<item: double>, rotation: double>
                    child 0, position: list<item: double>
                        child 0, item: double
                    child 1, rotation: double
              rooms: list<item: string>
                child 0, item: string
              objects: list<item: string>
                child 0, item: string
              to
              {'task_id': Value('string'), 'title': Value('string'), 'category': Value('string'), 'task': Value('string'), 'scene_id': Value('string'), 'episode_id': Value('string'), 'agent_spawns': Json(decode=True), 'initial_states': Json(decode=True), 'active_mechanics': List(Value('string')), 'mechanic_bindings': List(Json(decode=True)), 'items': List(Value('null')), 'locked_containers': Json(decode=True), 'agent_secrets': Json(decode=True), 'agent_actions': Json(decode=True), 'message_targets': Json(decode=True), 'pddl_domain': Value('string'), 'problem_pddl': Value('string'), 'num_agents': Value('int64'), 'teams': Json(decode=True), 'team_secrets': Json(decode=True), 'golden_trajectory': List({'actions': List({'agent': Value('string'), 'action': Value('string')})}), 'golden_trajectory_metadata': {'planner': Value('string'), 'planner_version': Value('string'), 'source': Value('string'), 'spec_hash': Value('string'), 'trajectory_hash': Value('string'), 'generated_at': Value('string'), 'num_steps': Value('int64'), 'communication_derived': Value('bool'), 'ignored_epistemic_steps': Value('int64'), 'functional_goal_pddl': Value('string'), 'planned_literals': List(Value('string')), 'ignored_literals': List(Value('null')), 'planner_notes': List(Value('string'))}, 'tom_level': Value('int64'), 'tom_reasoning': Value('string'), 'runtime_semantics_version': Value('string'), 'functional_goal_pddl': Value('string'), 'literal_tom_probes': List({'probe_id': Value('string'), 'agent_id': Value('string'), 'subject_agents': List(Value('string')), 'fact_pddl': Value('string'), 'fact_natural_language': Value('string'), 'source_pddl': Value('string'), 'question': Value('string'), 'expected_response': {'predicate': Value('string'), 'holds': Value('bool'), 'args': List(Value('string'))}, 'depth': Value('int64'), 'owner': Value('string'), 'supported': Value('bool'), 'unsupported_reason': Value('null')}), 'epistemic_conjuncts_removed': Value('int64'), 'runtime_projection_valid': Value('bool'), 'runtime_projection_errors': List(Value('null')), 'mechanics': List(Json(decode=True)), 'tom_level_method': Value('string'), 'description': Value('null'), 'agents': {'agent_0': Value('string'), 'agent_1': Value('string')}, 'furniture_in_rooms': {'bedroom_1': List(Value('string')), 'bathroom_1': List(Value('string')), 'living_room_1': List(Value('string')), 'toilet_1': List(Value('string')), 'laundryroom_1': List(Value('string')), 'bedroom_2': List(Value('string')), 'bathroom_2': List(Value('string')), 'entryway_1': List(Value('string')), 'kitchen_1': List(Value('string')), 'unknown_room': List(Value('null'))}, 'analysis': Value('string'), 'initial_agent_positions': {'agent_0': {'position': List(Value('float64')), 'rotation': Value('float64')}, 'agent_1': {'position': List(Value('float64')), 'rotation': Value('float64')}}, 'rooms': List(Value('string')), 'furniture': List(Value('string')), 'objects': List(Value('string'))}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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task_id
string
title
string
category
string
task
string
scene_id
string
episode_id
string
agent_spawns
unknown
initial_states
unknown
active_mechanics
list
mechanic_bindings
list
items
list
locked_containers
unknown
agent_secrets
unknown
agent_actions
unknown
message_targets
unknown
pddl_domain
string
problem_pddl
string
num_agents
int64
teams
unknown
team_secrets
unknown
golden_trajectory
list
golden_trajectory_metadata
dict
tom_level
int64
tom_reasoning
string
runtime_semantics_version
string
functional_goal_pddl
string
literal_tom_probes
list
epistemic_conjuncts_removed
int64
runtime_projection_valid
bool
runtime_projection_errors
list
mechanics
list
tom_level_method
string
description
null
agents
dict
furniture_in_rooms
dict
analysis
string
initial_agent_positions
dict
rooms
list
furniture
list
objects
list
emtom-107734479_176000442-742-cooperative-relay-confirm-the-laundry-cabinet-while--1f450157
Relay-confirm the laundry cabinet while staging two items
cooperative
Cooperate to stage items and verify a cabinet state under communication constraints. Goals: place the picture frame onto the living-room bench, place the clock onto the living-room couch, and open the target laundry-room cabinet. Important: some agents cannot message each other directly, so confirmations may need to pa...
107734479_176000442
742
{ "agent_0": { "position": [ -3.0694303513, 0.17745074630000002, -8.8998060226 ], "rotation": 2.2327363491 }, "agent_1": { "position": [ -3.4177742004000002, 0.17745074630000002, -10.1773986816 ], "rotation": 2.8798053265 }, "agent_2": { "positio...
{}
[ "restricted_communication", "limited_bandwidth", "room_restriction" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "bedroom_3", "laundryroom_1" ], "for_agents": [ "agent_0", "agent_1" ] }, { "mechanic_type": "restricted_communication", "allowed_targets": { "agent_0": [ "agent_1" ], "agen...
[]
{}
{ "agent_0": [ "You cannot enter bedroom_3.", "You cannot message agent_2 directly (only agent_1 is reachable)." ], "agent_1": [ "You can message both agent_0 and agent_2.", "Agent_0 cannot message agent_2 directly.", "The cabinet that must be opened is cabinet_38 (in the laundry room)." ], ...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "UseItem", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "UseItem", "FindObjectTool", ...
{ "agent_0": [ "agent_1" ], "agent_1": [ "agent_0", "agent_2" ], "agent_2": [ "agent_1" ] }
emtom
(define (problem scene_107734479_176000442) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent living_room_1 familyroom_1 closet_1 laundryroom_1 bedroom_3 entryway_1 - room clock_1 picture_frame_0 - object bench_21 couch_25 table_10 table_28 cabinet_38 - furniture ) (:init (agent_in_r...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[clock_1]" }, { "agent": "agent_1", "action": "Navigate[picture_frame_0]" }, { "agent": "agent_2", "action": "Navigate[laundryroom_1]" } ] }, { "actions": [ ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "1caf09a0b9f2b18298fbcda90144e292fa65c42abfcc9f278f03881ac29190a4", "trajectory_hash": "fba39724312942614090d75b3870538c4da723b9d3a12ca8e5567b3634dead04", "generated_at": "2026-03-25T13:47:32.9657...
2
Task includes second-order nested knowledge goals and the strict proof succeeds at depth 2. Agents must model what others think about third parties' knowledge. Gaps: agent_0 cannot see rooms: ['bedroom_3', 'laundryroom_1']; agent_1 cannot see rooms: ['bedroom_3', 'laundryroom_1']; agent_2 cannot see rooms: ['entryway_1...
literal_tom_probe_v1
(and (is_on_top picture_frame_0 bench_21) (is_on_top clock_1 couch_25) (is_open cabinet_38))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1" ], "fact_pddl": "(is_open cabinet_38)", "fact_natural_language": "cabinet 38 is open", "source_pddl": "(K agent_0 (K agent_1 (is_open cabinet_38)))", "question": "Probe 0: agent_0 knows that agent_1...
1
true
[]
null
null
null
null
null
null
null
null
null
null
emtom-108294870_176710551-761-cooperative-clue-lockup-redistribute-items-open-the--7a59dd6a
Clue Lockup: Redistribute Items, Open the Correct Kitchen Cabinet, and Confirm It
cooperative
Work together to stage the apartment for an inspection. You must: (1) move the clock onto the bedroom-2 bed, (2) move the monitor stand onto the kitchen counter, (3) move the plant container onto the living-room couch_29, and (4) open the correct kitchen cabinet and make sure agent_0 ends up knowing that the correct ca...
108294870_176710551
761
{ "agent_0": { "position": [ 1.8878257275, 0.1776507795, -7.1919975281 ], "rotation": 2.1019358635 }, "agent_1": { "position": [ 4.6393709183, 0.1776507795, -4.900135994 ], "rotation": 2.3240771294 }, "agent_2": { "position": [ 1.9953725338...
{}
[]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "office_1" ], "for_agents": [ "agent_0", "agent_1", "agent_2", "agent_4", "agent_5" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_age...
null
null
{ "agent_0": [ "You are cooperating with the other agents on one shared objective.", "You cannot enter kitchen_1 or office_1.", "By the end, you must know that the correct kitchen cabinet is open (you cannot verify this by entering the kitchen).", "Required end-states also include: clock_3 on bed_24, ...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem task_clue_lockup_108294870_176710551_761) (:domain emtom) (:objects agent_0 agent_1 agent_2 agent_3 agent_4 agent_5 - agent hallway_1 balcony_1 balcony_2 bedroom_1 kitchen_1 lounge_1 office_1 bedroom_2 living_room_1 - room plant_container_5 monitor_stand_1 clock_3 - object counter_1...
6
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bedroom_2]" }, { "agent": "agent_1", "action": "Navigate[living_room_1]" }, { "agent": "agent_2", "action": "Navigate[clock_3]" }, { "agent": "agent_3", ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "923d49e2fabda4a91aa307883f9439ad2b3646e8ce494b5d0c390be6d8beb96f", "trajectory_hash": "5878ab874121590d5e97f5b41f71b525b175abc45a412890835885ee27793438", "generated_at": "2026-03-25T16:38:24.7813...
1
Task includes first-order knowledge goals and the strict proof succeeds at depth 1. Gaps: agent_0 cannot see rooms: ['kitchen_1', 'office_1']; agent_1 cannot see rooms: ['kitchen_1', 'office_1']; agent_2 cannot see rooms: ['kitchen_1', 'office_1']; agent_4 cannot see rooms: ['office_1']; agent_5 cannot see rooms: ['kit...
literal_tom_probe_v1
(and (is_on_top clock_3 bed_24) (is_on_top monitor_stand_1 counter_16) (is_on_top plant_container_5 couch_29) (is_open cabinet_31))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [], "fact_pddl": "(is_open cabinet_31)", "fact_natural_language": "cabinet 31 is open", "source_pddl": "(K agent_0 (is_open cabinet_31))", "question": "Probe 0: agent_0 knows a fact about ordered entities [cabinet_31]. R...
1
true
[]
null
null
null
null
null
null
null
null
null
null
emtom-108736635_177263256-788-cooperative-inspection-relay-stage-the-picture-frame-bc8f2a0d
Inspection relay: stage the picture frame, open the drawer, and confirm (third-order)
cooperative
A safety inspector is coming. Work together to do all of the following: 1) Put the picture frame onto the living-room side table. 2) Leave the bedroom-3 chest of drawers open. 3) By the end, agent_0 must be confident that agent_1 is confident that agent_0 is confident about whether the bedroom-3 chest of drawers is op...
108736635_177263256
788
{ "agent_0": { "position": [ -2.2157838345, 0.17741927500000002, -4.6562199592999995 ], "rotation": -2.7615791003 }, "agent_1": { "position": [ -5.9488229752, 0.17741927500000002, -10.7176685333 ], "rotation": -0.5981261134 } }
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "bedroom_3" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "limited_bandwidth", "message_limits": { "agent_0": 3, "agent_1": 3 } } ]
null
null
{ "agent_0": [ "agent_0 is barred from bedroom_3." ], "agent_1": [ "The picture frame target side table is table_18 in living_room_1 (not table_19)." ] }
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem scene_108736635_177263256) (:domain emtom) (:objects agent_0 agent_1 - agent bedroom_1 living_room_1 bathroom_1 bedroom_3 - room picture_frame_4 - object table_18 toilet_25 chest_of_drawers_30 - furniture ) (:init (agent_in_room agent_0 bedroom_1) (agent_in_room agent_1 ...
null
null
null
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bathroom_1]" }, { "agent": "agent_1", "action": "Navigate[bedroom_3]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[picture_frame_4]" }, ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "cc96d4c85e22fa296c335d144cc8653536ec2fa92a43b9898fe107b7657f1831", "trajectory_hash": "b9891088ebb2df358aa0ebe091afca11a0f94b34c41b06aca8f7dd1e328bc72d", "generated_at": "2026-03-26T01:09:36.2720...
3
Task includes third-order nested knowledge goals and the strict proof succeeds at depth 3. Complex nested beliefs about others' models of others. Gaps: agent_0 cannot see rooms: ['bedroom_3'].
literal_tom_probe_v1
(and (is_on_top picture_frame_4 table_18) (is_open chest_of_drawers_30))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_0" ], "fact_pddl": "(is_open chest_of_drawers_30)", "fact_natural_language": "chest of drawers 30 is open", "source_pddl": "(K agent_0 (K agent_1 (K agent_0 (is_open chest_of_drawers_30)))...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-105515448_173104512-1464-mixed-one-shot-target-relay-cup-placement-frid-8a87bc9d
One-shot target relay: cup placement, fridge open, and a 2-hop confirmation
mixed
Set up for a quick photo: place the cup onto the correct table in the dining room, and make sure the kitchen fridge ends up open.
105515448_173104512
1464
{ "agent_0": { "position": [ -11.6018638611, 0.1634941995, -10.7607498169 ], "rotation": -1.0697497129 }, "agent_1": { "position": [ -16.7948856354, 0.1634941995, -8.7381343842 ], "rotation": -2.11342508 } }
null
null
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "tv_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "limited_ban...
null
null
{ "agent_0": [ "agent_0 is barred from tv_1.", "You can access kitchen_1 to check and change fridge_57.", "The cup to move is cup_4.", "Your personal objective: by the end, fork_2 must be on table_36 in bedroom_1." ], "agent_1": [ "agent_1 is barred from kitchen_1.", "The correct target di...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
null
(define (problem task_photo_setup_1464) (:domain emtom) (:objects agent_0 agent_1 - agent rec_1 toilet_1 tv_1 bedroom_1 bedroom_2 kitchen_1 dining_room_1 - room cup_4 toy_vehicle_1 fork_2 - object table_36 couch_37 chest_of_drawers_73 shelves_35 fridge_57 table_32 - furniture ) (:init (agent...
null
{}
null
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bedroom_1]" }, { "agent": "agent_1", "action": "Navigate[cup_4]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[dining_room_1]" }, { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "6b7396068ba7790d9023cb30496c5520c704b79a8818ab602d4a49a8b33507a2", "trajectory_hash": "1765bd10b4654faebeb83667252ad7cfd8392784a0fc912367423d83ba3c8f11", "generated_at": "2026-03-26T01:23:16.6529...
2
Task includes second-order nested knowledge goals and the strict proof succeeds at depth 2. Agents must model what others think about third parties' knowledge. Gaps: agent_0 cannot see rooms: ['tv_1']; agent_1 cannot see rooms: ['kitchen_1']. WARNING: 1 K() goal(s) are trivially satisfied (agent can directly observe th...
literal_tom_probe_v1
(and (is_on_top cup_4 table_32) (is_open fridge_57))
[ { "probe_id": "k_probe_0", "agent_id": "agent_1", "subject_agents": [ "agent_0" ], "fact_pddl": "(is_open fridge_57)", "fact_natural_language": "fridge 57 is open", "source_pddl": "(K agent_1 (K agent_0 (is_open fridge_57)))", "question": "Probe 0: agent_1 knows that agent_0 kn...
1
true
[]
[ { "name": "room_restriction", "restricted_rooms": [ "tv_1" ], "for_agents": [ "agent_0" ] }, { "name": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_1" ] }, { "name": "limited_bandwidth", "message_limit...
strict_fd
null
{ "agent_0": "Runner (cannot enter the TV room)", "agent_1": "TV-room spotter (cannot enter the kitchen)" }
null
null
null
null
null
null
emtom-108736635_177263256-783-mixed-inspection-setup-with-a-hidden-target-ta-fab294da
Inspection setup with a hidden target table and a relayed drawer check
mixed
Prepare the home for an inspection. Make the cushion end up on the correct living-room table, and leave the bedroom-1 chest of drawers open.
108736635_177263256
783
{ "agent_0": { "position": [ -2.2157838345, 0.17741927500000002, -4.6562199592999995 ], "rotation": 1.7870514392999999 }, "agent_1": { "position": [ -5.9488229752, 0.17741927500000002, -10.7176685333 ], "rotation": -0.31540325280000003 } }
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "bedroom_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "li...
null
null
{ "agent_0": [ "agent_0 is barred from bedroom_1.", "agent_1 is barred from living_room_1.", "Personal objective: By the end, you want cushion_5 to be on table_14 in living_room_1." ], "agent_1": [ "agent_1 is barred from living_room_1.", "You know the correct destination for cushion_5: it mus...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{ "agent_0": [ "agent_1" ], "agent_1": [ "agent_0" ] }
emtom
(define (problem scene_108736635_177263256) (:domain emtom) (:objects agent_0 agent_1 - agent bedroom_1 living_room_1 bathroom_2 - room cushion_5 - object chest_of_drawers_28 table_14 table_18 toilet_9 - furniture ) (:init (agent_in_room agent_0 bedroom_1) (agent_in_room agent_1 living_r...
null
null
null
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bathroom_2]" }, { "agent": "agent_1", "action": "Navigate[chest_of_drawers_28]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[bathroom_2]" },...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "a9a87bd9a5d80319712e6d900f5b079f6e52439f009b5d9e2a01d0a100099e74", "trajectory_hash": "18859a6f7853b33e31e142819a5f46e216cc080ac162d9dd03c232b7b30f3ab5", "generated_at": "2026-03-26T01:58:45.6925...
2
Task includes second-order nested knowledge goals and the strict proof succeeds at depth 2. Agents must model what others think about third parties' knowledge. Gaps: agent_1 cannot see rooms: ['living_room_1']; agent_0 cannot see rooms: ['bedroom_1']. WARNING: 1 K() goal(s) are trivially satisfied (agent can directly o...
literal_tom_probe_v1
(and (is_on_top cushion_5 table_18) (is_open chest_of_drawers_28))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1" ], "fact_pddl": "(is_open chest_of_drawers_28)", "fact_natural_language": "chest of drawers 28 is open", "source_pddl": "(K agent_0 (K agent_1 (is_open chest_of_drawers_28)))", "question": "Probe 0:...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-104862669_172226853-645-mixed-triage-setup-move-the-spice-mill-open-th-ba2ff98a
Triage setup: move the spice mill, open the fridge, and verify a drawer state
mixed
Work together to get the home ready for a quick walkthrough: relocate the small kitchen item to the correct office surface and ensure the main cold-storage appliance is left open.
104862669_172226853
645
{ "agent_0": { "position": [ -4.357111454, 0.1725322306, -7.3777699471 ], "rotation": 1.9327770472 }, "agent_1": { "position": [ -2.0383892059, 0.1725322306, -3.1999180317 ], "rotation": 1.8033957481 }, "agent_2": { "position": [ -5.4404187...
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "bedroom_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "limite...
null
null
{ "agent_0": [ "You are barred from bedroom_1.", "The item you need to move is spicemill_1.", "Your personal objective: keep fridge_28 closed by the end." ], "agent_1": [ "You are barred from kitchen_1.", "The correct destination furniture for spicemill_1 is table_10 in office_1 (not table_8 i...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem scene_104862669_172226853_645_mixed_hidden_info_1) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent dining_booth_1 bedroom_1 laundryroom_1 bathroom_1 office_1 kitchen_1 - room spicemill_1 - object table_8 chest_of_drawers_25 stand_20 table_10 fridge_28 - furniture ) (:i...
3
null
null
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bathroom_1]" }, { "agent": "agent_1", "action": "Navigate[spicemill_1]" }, { "agent": "agent_2", "action": "Navigate[kitchen_1]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "7fbb9b7d2b897f8d26a617db2fb81f0e8dad08162c1d17d9350f988316b8df1f", "trajectory_hash": "9c6c26b622118a54dc6ab192278b1c76be42c434809d068cced1e5e13b2e802f", "generated_at": "2026-03-26T08:57:51.7823...
1
Task includes first-order knowledge goals and the strict proof succeeds at depth 1. Gaps: agent_0 cannot see rooms: ['bedroom_1']; agent_1 cannot see rooms: ['kitchen_1'].
literal_tom_probe_v1
(and (is_on_top spicemill_1 table_10) (is_open fridge_28))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [], "fact_pddl": "(is_open chest_of_drawers_25)", "fact_natural_language": "chest of drawers 25 is open", "source_pddl": "(K agent_0 (is_open chest_of_drawers_25))", "question": "Probe 0: agent_0 knows a fact about order...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-105515211_173104179-1852-mixed-one-shot-relay-place-the-tray-on-the-cor-3d7743a2
One-shot relay: place the tray on the correct office table and confirm the cabinet state
mixed
You are preparing a staged setup for an inspection with extremely limited messaging. As a group, do all of the following: (1) move the serving tray onto the correct table in the office, (2) place the bottle onto the entryway table, and (3) make sure the tall cabinet in the second kitchen ends closed.
105515211_173104179
1852
{ "agent_0": { "position": [ 5.9418468475, 0.1753620803, -0.5479495525 ], "rotation": 1.6334433555999999 }, "agent_1": { "position": [ 5.3307123184, 0.1753620803, -1.7193837166 ], "rotation": 0.5968133211000001 }, "agent_2": { "position": [ ...
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "office_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "limited_bandwidth", "message_limits": { "agent_0": 1, "agent_1": 1, "agent_2": 1 } } ]
null
null
{ "agent_0": [ "agent_0 is barred from office_1.", "Your personal objective: bottle_2 must be on table_18 in entryway_1." ], "agent_1": [ "You are not barred from any room.", "Your personal objective: bowl_3 must be on table_26 in kitchen_2." ], "agent_2": [ "You are not barred from any ro...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "Communicate", "Wait" ], "agent_2": [ "Navigate", "Open", "Close", "Pick", "Place", "...
{}
emtom
(define (problem mixed_k2_hidden_table_choice_1852) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent office_1 dining_room_1 laundryroom_1 kitchen_2 entryway_1 tv_1 - room bottle_2 tray_6 bowl_3 - object table_32 cabinet_33 table_26 cabinet_34 table_18 stand_29 - furniture ) (:init (...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[entryway_1]" }, { "agent": "agent_1", "action": "Navigate[bottle_2]" }, { "agent": "agent_2", "action": "Navigate[kitchen_2]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "2fe85b184eabc409eb8d9d49f3fb1e73bee14b7254c69f34a4c38596193d0def", "trajectory_hash": "348f82f116e1b5b8a82a094380df352eca7505bf9e9f7e01c2c87c84fc9ec30b", "generated_at": "2026-03-26T08:59:25.1293...
2
Task includes second-order nested knowledge goals and the strict proof succeeds at depth 2. Agents must model what others think about third parties' knowledge. Gaps: agent_0 cannot see rooms: ['office_1']. WARNING: 1 K() goal(s) are trivially satisfied (agent can directly observe the fact).
literal_tom_probe_v1
(and (is_on_top tray_6 table_32) (is_on_top bottle_2 table_18) (is_closed cabinet_34))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_2" ], "fact_pddl": "(is_closed cabinet_34)", "fact_natural_language": "cabinet 34 is closed", "source_pddl": "(K agent_0 (K agent_2 (is_closed cabinet_34)))", "question": "Probe 0: agent_0 knows that a...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-104862621_172226772-1003-mixed-competing-checklists-with-a-fridge-state-fa673361
Competing checklists with a fridge-state relay
mixed
Prepare the home for an inspection under extremely limited messaging. As a group, tidy the misplaced stand by putting it on the correct living-room table, then finish the inspection by completing one acceptable combination of where the drinking glass is placed and whether the living-room refrigerator is left open or cl...
104862621_172226772
1003
{ "agent_0": { "position": [ -13.2752532959, 0.17615976930000002, -11.7871751785 ], "rotation": 1.0311084986 }, "agent_1": { "position": [ -8.189907074, 0.17615976930000002, -13.6114139557 ], "rotation": -0.47298583390000004 }, "agent_2": { "posi...
{}
[ "room_restriction", "limited_bandwidth", "restricted_communication" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_2" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "laundryroom_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type":...
null
null
{ "agent_0": [ "You are barred from laundryroom_1.", "The living-room refrigerator is fridge_36 in living_room_1.", "You can only send 1 message total and can only communicate with agent_1.", "Your personal objective: by the end, ensure glass_4 is on table_9 in closet_1." ], "agent_1": [ "The ...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem scene_104862621_172226772_1003_mixed) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent living_room_1 bathroom_1 laundryroom_1 closet_1 bedroom_1 entryway_1 - room glass_4 phone_stand_2 - object table_11 fridge_36 toilet_14 table_9 table_35 table_26 - furniture ) (:init ...
3
{ "team_0": [ "agent_0" ], "team_1": [ "agent_1", "agent_2" ] }
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[entryway_1]" }, { "agent": "agent_1", "action": "Navigate[glass_4]" }, { "agent": "agent_2", "action": "Navigate[bedroom_1]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "c236bc3513b48c9b00fc5b5ba03baaac606444a56b3b78f91a85d201d3e54e76", "trajectory_hash": "e85d3062b322d4b0113305071d20796c516ec16bdb980cc7ed896513758e283b", "generated_at": "2026-03-26T11:35:28.4019...
3
Syntactic fallback: K() nesting depth = 3 (strict FD proof unavailable: Strict Fast Downward ToM proof failed. Planner status: TIMEOUT)
literal_tom_probe_v1
(and (is_on_top phone_stand_2 table_11) (or (and (is_on_top glass_4 table_9) (is_open fridge_36) (not (is_on_top glass_4 table_26)) (not (is_closed fridge_36))) (and (is_on_top glass_4 table_26) (is_closed fridge_36) (not (is_on_top glass_4 table_9)) (not (is_open fridge_36)))))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_2" ], "fact_pddl": "(is_open fridge_36)", "fact_natural_language": "fridge 36 is open", "source_pddl": "(K agent_0 (K agent_1 (K agent_2 (is_open fridge_36))))", "question": "Probe 0: ...
1
true
[]
null
syntactic_fallback
null
null
null
null
null
null
null
null
emtom-102344250-1260-cooperative-staging-drop-off-with-nested-confirmatio-50f6e09b
Staging drop-off with nested confirmation
cooperative
A safety walkthrough is imminent. As a team, complete ALL of the following: 1) Put the stuffed toy onto the couch in the TV room. 2) Put the glass onto the dining-room table. 3) Leave the kitchen fridge OPEN at the end. Communication is limited, so make sure you only do actions that match the correct targets.
102344250
1260
{ "agent_0": { "position": [ -5.1194448471, 0.1777671278, -8.7058649063 ], "rotation": -1.6099108458 }, "agent_1": { "position": [ -4.0032372475, 0.3018207848, -3.3717927933 ], "rotation": 1.7427995205 }, "agent_2": { "position": [ -3.49924...
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "tv_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "limited_ban...
null
null
{ "agent_0": [ "agent_0 is barred from kitchen_1.", "The kitchen fridge that must end up open is fridge_84.", "The dining-room table that must receive the glass is table_34." ], "agent_1": [ "agent_1 is barred from tv_1.", "The TV-room couch that must receive the stuffed toy is couch_36 (not c...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem cooperative_tom3_staging_dropoff_102344250_1260) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent garage_1 tv_1 bedroom_1 kitchen_1 dining_room_1 toilet_1 bedroom_4 - room stuffed_toy_4 glass_7 - object couch_36 fridge_84 table_34 toilet_54 bed_25 - furniture ) (:init ...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bedroom_4]" }, { "agent": "agent_1", "action": "Navigate[kitchen_1]" }, { "agent": "agent_2", "action": "Navigate[fridge_84]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "f183afea52eba5628ce0585fb6b6ea77a7af3da175464df9bb292fa658b08a13", "trajectory_hash": "14fb3fb9302868df41a9662ba95d486bd1b71722d194a69cd2ad3077269950fe", "generated_at": "2026-03-26T13:32:52.0526...
3
Task includes third-order nested knowledge goals and the strict proof succeeds at depth 3. Complex nested beliefs about others' models of others. Gaps: agent_0 cannot see rooms: ['kitchen_1']; agent_1 cannot see rooms: ['tv_1']. WARNING: 1 K() goal(s) are trivially satisfied (agent can directly observe the fact).
literal_tom_probe_v1
(and (is_on_top stuffed_toy_4 couch_36) (is_on_top glass_7 table_34) (is_open fridge_84))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_2", "agent_1" ], "fact_pddl": "(is_open fridge_84)", "fact_natural_language": "fridge 84 is open", "source_pddl": "(K agent_0 (K agent_2 (K agent_1 (is_open fridge_84))))", "question": "Probe 0: ...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-104348082_171512994-983-cooperative-staging-prep-with-a-closet-relay-288af06f
Staging prep with a closet relay
cooperative
Prepare the home for a quick photo shoot. As a group, complete ALL of the following: (1) move the correct small item from the living room onto the entryway stool, (2) move the laptop onto the kitchen counter, and (3) leave the kitchen cabinet open at the end. Communication is extremely limited, and some rooms are off-l...
104348082_171512994
983
{ "agent_0": { "position": [ -6.0122990608, 0.16528025270000002, -5.0972757339 ], "rotation": 1.8438724279 }, "agent_1": { "position": [ -4.1340913773, 0.16528025270000002, -8.3645372391 ], "rotation": -2.3124247233 } }
{}
[ "room_restriction", "limited_bandwidth", "restricted_communication" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "li...
null
null
{ "agent_0": [ "You are barred from kitchen_1." ], "agent_1": [ "You are barred from living_room_1.", "The small item that must be moved to the entryway stool is box_4.", "cabinet_20 is in kitchen_1." ] }
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem cooperative_k3_staging_closet_relay_983) (:domain emtom) (:objects agent_0 agent_1 - agent living_room_1 closet_1 entryway_1 kitchen_1 - room box_4 laptop_1 - object shelves_7 table_13 stool_8 counter_16 cabinet_20 - furniture ) (:init (agent_in_room agent_0 living_room_1) ...
2
null
null
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[entryway_1]" }, { "agent": "agent_1", "action": "Navigate[entryway_1]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[box_4]" }, { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "0c36ae68b070e402956386c47a7b4d11e7346cb1573ee17afbb67e6ff4e1d94d", "trajectory_hash": "40780cebc1659fda9d569ab641bc2cceef3065a22327bb342e5128f68b30cdfb", "generated_at": "2026-03-26T13:35:16.5525...
3
Task includes third-order nested knowledge goals and the strict proof succeeds at depth 3. Complex nested beliefs about others' models of others. Gaps: agent_0 cannot see rooms: ['kitchen_1']; agent_1 cannot see rooms: ['living_room_1'].
literal_tom_probe_v1
(and (is_on_top laptop_1 counter_16) (is_on_top box_4 stool_8) (is_open cabinet_20))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_0" ], "fact_pddl": "(is_open cabinet_20)", "fact_natural_language": "cabinet 20 is open", "source_pddl": "(K agent_0 (K agent_1 (K agent_0 (is_open cabinet_20))))", "question": "Probe ...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-102344250-1256-cooperative-garage-safety-staging-with-relay-knowled-2c3d990f
Garage safety staging with relay knowledge
cooperative
Work together to prepare the house for a safety check. Complete ALL of the following shared goals: 1) Move the box onto the bench in the garage. 2) Move the toy airplane onto the table in the TV room. 3) Leave the kitchen fridge OPEN.
102344250
1256
{ "agent_0": { "position": [ -4.0032372475, 0.3018207848, -3.3717927933 ], "rotation": 1.2399779558 }, "agent_1": { "position": [ -5.1194448471, 0.1777671278, -8.7058649063 ], "rotation": -1.7033156157 }, "agent_2": { "position": [ -3.49924...
{}
[ "room_restriction", "limited_bandwidth", "restricted_communication" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "garage_1", "bathroom_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_1" ] }, { "mech...
null
null
{ "agent_0": [ "You are barred from garage_1.", "You are barred from bathroom_1." ], "agent_1": [ "You are barred from kitchen_1.", "You are barred from garage_1." ], "agent_2": [ "The box starts on top of the garage shelves.", "The target bench is in the garage.", "You are barred ...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem coop_scene_102344250_1256_k3) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent garage_1 tv_1 bedroom_1 bathroom_1 kitchen_1 - room box_3 toy_airplane_0 - object bench_33 shelves_64 table_22 toilet_52 fridge_84 - furniture ) (:init (agent_in_room agent_0 garage_1) ...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[kitchen_1]" }, { "agent": "agent_1", "action": "Navigate[bathroom_1]" }, { "agent": "agent_2", "action": "Navigate[fridge_84]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "cfe31764de14a586dae5a0ef659c59577b39eb3b5e7929f59986b47289315d95", "trajectory_hash": "25486dac39d385a6489126e77c9033ec21bb47d82e59ff7770ac8c7b6a72fd8e", "generated_at": "2026-03-26T13:43:22.6701...
3
Syntactic fallback: K() nesting depth = 3 (strict FD proof unavailable: Strict Fast Downward ToM proof failed. Planner status: UNSOLVABLE_INCOMPLETELY)
literal_tom_probe_v1
(and (is_on_top box_3 bench_33) (is_on_top toy_airplane_0 table_22) (is_open fridge_84))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_0" ], "fact_pddl": "(is_on_top box_3 bench_33)", "fact_natural_language": "box 3 is on top of bench 33", "source_pddl": "(K agent_0 (K agent_1 (K agent_0 (is_on_top box_3 bench_33))))", ...
1
true
[]
null
syntactic_fallback
null
null
null
null
null
null
null
null
emtom-104862639_172226823-618-cooperative-walkthrough-briefing-under-access-and-co-7854fc84
Walkthrough briefing under access and comm limits
cooperative
You are preparing the apartment for a short walkthrough. Work together to complete ALL shared goals: 1) Put the bottle onto the kitchen counter. 2) Put the vase onto the living-room table. 3) Leave the kitchen fridge open. Some rooms are off-limits to certain agents. Each agent can send only 1 message, and communicat...
104862639_172226823
618
{ "agent_0": { "position": [ -8.3131933212, 0.1765931547, -2.989669323 ], "rotation": -1.5348068476 }, "agent_1": { "position": [ -9.4890871048, 0.1765931547, -2.7076654434 ], "rotation": -2.0998128096 }, "agent_2": { "position": [ -0.52880...
{}
[ "room_restriction", "limited_bandwidth", "restricted_communication" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "bedroom_2" ], "for_agents": [ "agent_2" ] }, { "mechanic_type": "limite...
null
null
{ "agent_0": [ "You are barred from kitchen_1.", "Before the task starts, you saw that fridge_31 in kitchen_1 is closed." ], "agent_1": [ "Before the task starts, you saw that vase_0 is on top of chest_of_drawers_29 in bedroom_2." ], "agent_2": [ "You are barred from bedroom_2.", "Before t...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "Communicate", "Wait" ], "agent_2": [ "Navigate", "Open", "Close", "Pick", "Place", "...
{}
emtom
(define (problem scene_104862639_172226823_618_cooperative_tom1_walkthrough_briefing) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent bedroom_1 bathroom_1 living_room_1 bedroom_2 kitchen_1 - room vase_0 bottle_2 - object table_12 chest_of_drawers_29 chest_of_drawers_33 counter_25 fridge_31...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bedroom_2]" }, { "agent": "agent_1", "action": "Navigate[bedroom_2]" }, { "agent": "agent_2", "action": "Navigate[kitchen_1]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "0eed1be19485981e5beac00e4a177e4c0678935ac1a23c0d6e4c3b50b320936b", "trajectory_hash": "8431a7fc026f2190ac4f5d6879b6870dedf0f5c5a07139cefdb7a26d7f367cd1", "generated_at": "2026-03-26T13:52:57.9409...
1
Task includes first-order knowledge goals and the strict proof succeeds at depth 1. Gaps: agent_0 cannot see rooms: ['kitchen_1']; agent_2 cannot see rooms: ['bedroom_2'].
literal_tom_probe_v1
(and (is_on_top bottle_2 counter_25) (is_on_top vase_0 table_12) (is_open fridge_31))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [], "fact_pddl": "(is_open fridge_31)", "fact_natural_language": "fridge 31 is open", "source_pddl": "(K agent_0 (is_open fridge_31))", "question": "Probe 0: agent_0 knows a fact about ordered entities [fridge_31]. Repor...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-104348082_171512994-588-cooperative-inspection-staging-with-a-hidden-correct-8487f942
Inspection staging with a hidden correct surface
cooperative
You are preparing the apartment for a quick inspection. As a team, do ALL of the following: (1) move the vase onto the bedroom-1 table, (2) leave the bedroom-1 chest of drawers open, and (3) leave the multiport hub on the living-room shelves.
104348082_171512994
588
{ "agent_0": { "position": [ -6.0122990608, 0.16528025270000002, -5.0972757339 ], "rotation": 0.0528984256 }, "agent_1": { "position": [ -4.1340913773, 0.16528025270000002, -8.3645372391 ], "rotation": 0.78838557 } }
{}
[ "room_restriction", "limited_bandwidth", "remote_control" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "bedroom_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "li...
null
null
{ "agent_0": [ "You are barred from bedroom_1.", "The vase is in kitchen_1 on top of cabinet_20.", "The correct destination surface for the vase is the table in bedroom_1.", "Interacting with table_13 in living_room_1 remotely causes chest_of_drawers_21 in bedroom_1 to become open." ], "agent_1": ...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem coop_tom2_hidden_surface_vase_drawer_104348082_171512994_588) (:domain emtom) (:objects agent_0 agent_1 - agent living_room_1 closet_1 bedroom_1 kitchen_1 - room multiport_hub_3 vase_4 - object shelves_7 table_13 chest_of_drawers_21 table_22 cabinet_20 - furniture ) (:init (...
null
null
null
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[kitchen_1]" }, { "agent": "agent_1", "action": "Navigate[bedroom_1]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[vase_4]" }, { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "2328cedc0c7a70afde0a88fd6beb53741d1910bfd38b2176db379c796b0c8e42", "trajectory_hash": "303929ebff8021e6c4c93c2874084dd6efe95acc85264a4629633fd9af8c17a8", "generated_at": "2026-03-26T14:03:56.8055...
2
Task includes second-order nested knowledge goals and the strict proof succeeds at depth 2. Agents must model what others think about third parties' knowledge. Gaps: agent_0 cannot see rooms: ['bedroom_1']; agent_1 cannot see rooms: ['living_room_1']; Effect of table_13 hidden from: ['agent_0', 'agent_1']. WARNING: 1 K...
literal_tom_probe_v1
(and (is_on_top vase_4 table_22) (is_open chest_of_drawers_21) (is_on_top multiport_hub_3 shelves_7))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1" ], "fact_pddl": "(is_open chest_of_drawers_21)", "fact_natural_language": "chest of drawers 21 is open", "source_pddl": "(K agent_0 (K agent_1 (is_open chest_of_drawers_21)))", "question": "Probe 0:...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-108736737_177263406-1969-cooperative-cup-check-with-one-message-confirmation-c39e55bb
Cup check with one-message confirmation
cooperative
Work together to do a quick safety-and-tidiness check. Goals (all must be true at the end): 1) Place the glass onto the kitchen_2 counter. 2) Place the bowl onto the kitchen_2 counter. 3) Keep the shoe on the living_room_1 stand. 4) Keep the vase on the living_room_1 table. Note: One of the goals requires agent_0 to ...
108736737_177263406
1969
{ "agent_0": { "position": [ 6.6161737442, 0.1782976687, -3.2471961975 ], "rotation": 2.1283779144 }, "agent_1": { "position": [ 2.1723501682, 0.1782976687, 0.5776509643000001 ], "rotation": 0.46677455310000004 }, "agent_2": { "position": [ ...
{ "stand_41": "closed", "stand_40": "closed", "fridge_30": "closed" }
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "limited_bandwidth", "message_limits": { "agent_0": 1, "agent_1": 1, "agent_2": 1 } }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_2" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_rest...
null
null
{ "agent_0": [ "You are cooperating with agent_1 and agent_2 on one shared objective.", "You are not allowed to enter kitchen_2.", "Communication is limited: you can send at most 1 message total.", "The bowl_13 starts on chair_16 in office_1.", "The shared objective includes (K agent_0 (is_on_top ...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem coop_tom1_cup_rack_108736737_177263406_1969) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent laundryroom_1 toilet_1 living_room_1 office_1 kitchen_2 - room vase_4 shoe_10 bowl_13 glass_11 - object table_19 stand_41 chair_16 stool_13 counter_25 - furniture ) (:init ...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[office_1]" }, { "agent": "agent_1", "action": "Navigate[kitchen_2]" }, { "agent": "agent_2", "action": "Navigate[kitchen_2]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "991df75274e060532da6ac3d41b6205cf7fbe1a9ad461e7e9434b61c6cf46e38", "trajectory_hash": "daa60b055037bb7c41ee2a815891f8edb7fa8800c44807db8515b17830bac2fd", "generated_at": "2026-03-26T15:35:18.3628...
1
Task includes first-order knowledge goals and the strict proof succeeds at depth 1. Gaps: agent_0 cannot see rooms: ['kitchen_2']; agent_1 cannot see rooms: ['office_1'].
literal_tom_probe_v1
(and (is_on_top glass_11 counter_25) (is_on_top bowl_13 counter_25) (is_on_top shoe_10 stand_41) (is_on_top vase_4 table_19))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [], "fact_pddl": "(is_on_top glass_11 counter_25)", "fact_natural_language": "glass 11 is on top of counter 25", "source_pddl": "(K agent_0 (is_on_top glass_11 counter_25))", "question": "Probe 0: agent_0 knows a fact ab...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-104862639_172226823-1810-cooperative-plate-delivery-and-fridge-status-confirm-09dbcb78
Plate delivery and fridge status confirmation with one-message coordination
cooperative
Work together to complete all goals under restricted room access and limited communication. Goals: (1) move the plate onto the kitchen counter, (2) move the bowl onto the living room table, (3) open the fridge in the kitchen, and (4) ensure agent_0 confirms that the fridge is open.
104862639_172226823
1810
{ "agent_0": { "position": [ -8.3131933212, 0.1765931547, -2.989669323 ], "rotation": 0.5123515725 }, "agent_1": { "position": [ -9.4890871048, 0.1765931547, -2.7076654434 ], "rotation": 1.4270944595000001 } }
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "bedroom_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "limite...
null
null
{ "agent_0": [ "You cannot enter kitchen_1.", "plate_1 is on table_12 in living_room_1.", "bowl_3 is on couch_26 in living_room_1." ], "agent_1": [ "You cannot enter bedroom_1.", "fridge_31 is in kitchen_1." ] }
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem coop_tom1_fridge_plate_104862639_172226823_1810) (:domain emtom) (:objects agent_0 agent_1 - agent bedroom_1 bathroom_1 living_room_1 kitchen_1 - room plate_1 bowl_3 - object table_12 couch_26 counter_25 fridge_31 - furniture ) (:init (agent_in_room agent_0 bedroom_1) (a...
2
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[living_room_1]" }, { "agent": "agent_1", "action": "Navigate[kitchen_1]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[bowl_3]" }, { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "df8a366625533b1f18d971a1f27f079569ec23973ff3a8d77bce9f59b1b1965c", "trajectory_hash": "47dd1143d62269f05eef6e084915124f8b251ba65d8452a2cb5a508d43a6210e", "generated_at": "2026-03-26T15:56:31.2917...
1
Task includes first-order knowledge goals and the strict proof succeeds at depth 1. Gaps: agent_0 cannot see rooms: ['kitchen_1']; agent_1 cannot see rooms: ['bedroom_1'].
literal_tom_probe_v1
(and (is_on_top plate_1 counter_25) (is_on_top bowl_3 table_12) (is_open fridge_31))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [], "fact_pddl": "(is_open fridge_31)", "fact_natural_language": "fridge 31 is open", "source_pddl": "(K agent_0 (is_open fridge_31))", "question": "Probe 0: agent_0 knows a fact about ordered entities [fridge_31]. Repor...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-108736737_177263406-1581-cooperative-limited-message-staging-with-hidden-box--4c8a997c
Limited-message staging with hidden box location
cooperative
Prepare the home for a quick inspection with extremely limited messaging. Complete ALL shared goals: 1) Move the box from the bathroom onto the correct surface in the living room. 2) Place the decorative vase onto the entryway chest of drawers. 3) Leave the kitchen-2 refrigerator OPEN at the end. 4) By the end, agent_...
108736737_177263406
1581
{ "agent_0": { "position": [ 6.6161737442, 0.1782976687, -3.2471961975 ], "rotation": 1.2083399296 }, "agent_1": { "position": [ 2.1723501682, 0.1782976687, 0.5776509643000001 ], "rotation": -1.0325367451 } }
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "bathroom_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "l...
null
null
{ "agent_0": [ "You are barred from bathroom_1.", "The kitchen-2 refrigerator is fridge_30 in kitchen_2.", "The vase to place is vase_7.", "The vase destination is chest_of_drawers_15 in entryway_1." ], "agent_1": [ "You are barred from living_room_1.", "The box to move is box_4.", "bo...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem coop_k2_box_choice_108736737_177263406_1581) (:domain emtom) (:objects agent_0 agent_1 - agent laundryroom_1 toilet_1 living_room_1 bathroom_1 bedroom_1 kitchen_2 entryway_1 - room box_4 vase_7 - object stand_41 toilet_11 stand_40 fridge_30 chest_of_drawers_15 - furniture ) (:in...
2
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bedroom_1]" }, { "agent": "agent_1", "action": "Navigate[bathroom_1]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[vase_7]" }, { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "a202b0321362eac93fa613392846aca918b44479c3ff9e8123e6d531a34bf271", "trajectory_hash": "5ae7a6287cbc37446f311a0567a302034a081480d40bc0f4b7794a670b8eaf87", "generated_at": "2026-03-26T16:19:31.7577...
2
Syntactic fallback: K() nesting depth = 2 (strict FD proof unavailable: Strict Fast Downward ToM proof failed. Planner status: UNSOLVABLE_INCOMPLETELY)
literal_tom_probe_v1
(and (is_on_top box_4 stand_41) (is_on_top vase_7 chest_of_drawers_15) (is_open fridge_30))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1" ], "fact_pddl": "(is_on_top box_4 stand_41)", "fact_natural_language": "box 4 is on top of stand 41", "source_pddl": "(K agent_0 (K agent_1 (is_on_top box_4 stand_41)))", "question": "Probe 0: agent...
1
true
[]
null
syntactic_fallback
null
null
null
null
null
null
null
null
emtom-105515448_173104512-668-cooperative-party-reset-plate-bowl-and-fridge-confir-87d22820
Party reset: plate, bowl, and fridge confirmation
cooperative
You are preparing the home for a small gathering. As a team, complete ALL of the following: (1) move the plate onto the correct table in the rec room, (2) move the bowl onto the correct table in the TV room, (3) open the kitchen fridge and leave it open at the end.
105515448_173104512
668
{ "agent_0": { "position": [ -11.6018638611, 0.1634941995, -10.7607498169 ], "rotation": 1.9678399563000002 }, "agent_1": { "position": [ -16.7948856354, 0.1634941995, -8.7381343842 ], "rotation": -1.9247616529 } }
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "tv_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "limited_ban...
null
null
{ "agent_0": [ "You are barred from kitchen_1.", "The correct destination table for bowl_1 in tv_1 is table_38 (not table_63)." ], "agent_1": [ "You are barred from tv_1.", "The correct destination table for plate_0 in rec_1 is table_51 (not table_36)." ] }
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem coop_k1_two_table_plate_bowl_105515448_173104512_668_v1) (:domain emtom) (:objects agent_0 agent_1 - agent rec_1 toilet_1 tv_1 kitchen_1 bedroom_5 dining_room_1 - room bowl_1 plate_0 - object table_51 table_38 fridge_57 table_75 table_32 - furniture ) (:init (agent_in_room a...
2
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bedroom_5]" }, { "agent": "agent_1", "action": "Navigate[bowl_1]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[dining_room_1]" }, { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "a634c29c175b3c49b68e5d98317762e27fa6714dac5720086f22210c781078f6", "trajectory_hash": "fa1e794bd6c55970fa50a10181715f260bce0457bc6e95e65debad10d9000801", "generated_at": "2026-03-26T16:26:09.3669...
1
Task includes first-order knowledge goals and the strict proof succeeds at depth 1. Gaps: agent_0 cannot see rooms: ['kitchen_1']; agent_1 cannot see rooms: ['tv_1'].
literal_tom_probe_v1
(and (is_on_top plate_0 table_51) (is_on_top bowl_1 table_38) (is_open fridge_57))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [], "fact_pddl": "(is_open fridge_57)", "fact_natural_language": "fridge 57 is open", "source_pddl": "(K agent_0 (is_open fridge_57))", "question": "Probe 0: agent_0 knows a fact about ordered entities [fridge_57]. Repor...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-102344193-857-mixed-balcony-signal-and-tidy-up-de04ebe8
Balcony signal and tidy-up
mixed
Work together to get the apartment ready for a quick inspection. Complete ALL of the following shared goals: (1) Move the canister onto the kitchen counter. (2) Move the multiport hub onto the living-room table. (3) Leave the kitchen fridge OPEN at the end.
102344193
857
{ "agent_0": { "position": [ -5.4390678406, 0.1737935841, -2.1438307762 ], "rotation": -1.9703105688 }, "agent_1": { "position": [ 1.566161871, 0.1737935841, -1.6814057827000002 ], "rotation": -0.592487514 }, "agent_2": { "position": [ -2.5...
{}
[ "room_restriction", "limited_bandwidth", "restricted_communication" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "balcony_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "limite...
null
null
{ "agent_0": [ "You are barred from kitchen_1.", "Your personal objective: by the end, (is_closed fridge_27) should be true." ], "agent_1": [ "You are barred from balcony_1.", "Your personal objective: by the end, (is_on_top canister_5 bench_12) should be true." ], "agent_2": [ "You are ab...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem mixed_102344193_857_k3_balcony_signal) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent living_room_1 hallway_1 bedroom_1 balcony_1 kitchen_1 - room canister_5 multiport_hub_3 - object table_7 bench_12 couch_22 counter_23 fridge_27 - furniture ) (:init (agent_in_roo...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[multiport_hub_3]" }, { "agent": "agent_1", "action": "Navigate[kitchen_1]" }, { "agent": "agent_2", "action": "Navigate[fridge_27]" } ] }, { "actions": [ ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "5532567c53369a5f98ec8e50d5abe2d01f3c5de0e7200c4789c6dc2fdb2edccd", "trajectory_hash": "5fbe35d4d426b38ca4b1e2b704d0b98442c6cf5b4cf6f8be18a34fea56a60c91", "generated_at": "2026-03-26T17:33:23.5297...
3
Syntactic fallback: K() nesting depth = 3 (strict FD proof unavailable: Strict Fast Downward ToM proof failed. Planner status: UNSOLVABLE_INCOMPLETELY)
literal_tom_probe_v1
(and (is_on_top canister_5 counter_23) (is_on_top multiport_hub_3 table_7) (is_open fridge_27))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_0" ], "fact_pddl": "(is_open fridge_27)", "fact_natural_language": "fridge 27 is open", "source_pddl": "(K agent_0 (K agent_1 (K agent_0 (is_open fridge_27))))", "question": "Probe 0: ...
1
true
[]
null
syntactic_fallback
null
null
null
null
null
null
null
null
emtom-108294870_176710551-1936-cooperative-cabinet-confirmation-chain-with-one-mess-9593d10d
Cabinet confirmation chain with one-message limits
cooperative
You are preparing the apartment for a quick inspection under strict access limits and very limited messaging. Work together to complete ALL shared objectives: 1) Place the glass onto the living-room table. 2) Open the correct kitchen cabinet (one specific cabinet is the target) and leave it open. 3) By the end, agent_...
108294870_176710551
1936
{ "agent_0": { "position": [ 1.8878257275, 0.1776507795, -7.1919975281 ], "rotation": 2.4829494953 }, "agent_1": { "position": [ 4.6393709183, 0.1776507795, -4.900135994 ], "rotation": -1.4137761593 }, "agent_2": { "position": [ 1.995372533...
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "li...
null
null
{ "agent_0": [ "You are barred from kitchen_1.", "You know the correct cabinet to open is cabinet_32 in kitchen_1." ], "agent_1": [ "You are barred from living_room_1.", "Before the task starts, you saw that glass_3 starts on top of unknown_33 in kitchen_1." ], "agent_2": [ "cabinet_32 is ...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem coop_k3_cabinet_confirm_chain_108294870_176710551_ep1936) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent hallway_1 balcony_1 balcony_2 kitchen_1 living_room_1 - room glass_3 - object cabinet_32 unknown_33 table_18 - furniture ) (:init (agent_in_room agent_0 hallwa...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[living_room_1]" }, { "agent": "agent_1", "action": "Navigate[kitchen_1]" }, { "agent": "agent_2", "action": "Navigate[glass_3]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "2982474bc248aef241c9a64779e935cb1f04ce8a36f0b3dc0039dbb9c6031cfa", "trajectory_hash": "f42789c980551a58979c5c4e0939d8a76361c33a7ab7a73de98e4082ae1d13f7", "generated_at": "2026-03-26T17:55:31.8392...
3
Task includes third-order nested knowledge goals and the strict proof succeeds at depth 3. Complex nested beliefs about others' models of others. Gaps: agent_0 cannot see rooms: ['kitchen_1']; agent_1 cannot see rooms: ['living_room_1']. WARNING: 1 K() goal(s) are trivially satisfied (agent can directly observe the fac...
literal_tom_probe_v1
(and (is_on_top glass_3 table_18) (is_open cabinet_32))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_2" ], "fact_pddl": "(is_open cabinet_32)", "fact_natural_language": "cabinet 32 is open", "source_pddl": "(K agent_0 (K agent_1 (K agent_2 (is_open cabinet_32))))", "question": "Probe ...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-108294897_176710602-770-mixed-staging-fridge-verification-with-hidden--1b759459
Staging + fridge verification with hidden incentives
mixed
A home inspector is arriving. As a team, complete ALL shared objectives: 1) Put the bowl onto the dining-room counter. 2) Put the bottle onto the dining-room table. 3) Put the picture frame onto the living-room couch. 4) Leave the kitchen fridge OPEN at the end. 5) In bedroom_1, open EXACTLY ONE dresser and leave the ...
108294897_176710602
770
{ "agent_0": { "position": [ -6.4077448845, 0.1715514958, -3.5661125182999998 ], "rotation": 2.9646356106000002 }, "agent_1": { "position": [ -4.2259898186000004, 0.1715514958, -3.3229281902 ], "rotation": -3.0576370398 }, "agent_2": { "position"...
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_2" ] }, { "mechanic_type": "limite...
null
null
{ "agent_0": [ "You are barred from kitchen_1.", "Your personal objective: At the end, (is_on_top glass_4 bed_21)." ], "agent_1": [ "fridge_34 is in kitchen_1.", "Your personal objective: At the end, (is_on_top plate_1 table_12)." ], "agent_2": [ "You are barred from kitchen_1.", "In b...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem scene_108294897_176710602_ep770_mixed_k3_01) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent living_room_1 bedroom_1 closet_1 bathroom_1 laundryroom_1 bedroom_2 kitchen_1 dining_room_1 - room picture_frame_5 glass_4 bottle_3 cup_2 plate_1 bowl_0 - object table_12 couch_13 ...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[bathroom_1]" }, { "agent": "agent_1", "action": "Navigate[chest_of_drawers_30]" }, { "agent": "agent_2", "action": "Navigate[bottle_3]" } ] }, { "actions": [ ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "1cc50e79966f4a5888aa83b610847e96954ed3ed3dfef10a60cc9da21e89e378", "trajectory_hash": "ccd825b6c4ab568fa54751d55ce7f453ad92f2c03ea48548e8134af6098e0623", "generated_at": "2026-03-26T17:56:00.7723...
3
Syntactic fallback: K() nesting depth = 3 (strict FD proof unavailable: Strict Fast Downward ToM proof failed. Planner status: TIMEOUT)
literal_tom_probe_v1
(and (is_on_top bowl_0 counter_25) (is_on_top bottle_3 table_15) (is_on_top picture_frame_5 couch_13) (is_open fridge_34) (is_open chest_of_drawers_30) (is_closed chest_of_drawers_29) (is_closed chest_of_drawers_32))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_2" ], "fact_pddl": "(is_open fridge_34)", "fact_natural_language": "fridge 34 is open", "source_pddl": "(K agent_0 (K agent_1 (K agent_2 (is_open fridge_34))))", "question": "Probe 0: ...
1
true
[]
null
syntactic_fallback
null
null
null
null
null
null
null
null
emtom-103997460_171030507-433-cooperative-choose-the-correct-living-room-surface-f-db1c97bb
Choose the correct living-room surface for the vase
cooperative
Prepare the home for a quick inspection with extremely limited messaging. Complete ALL shared goals: 1) Put the vase onto the correct surface in the living room. 2) Put the potato onto the dining-room table. 3) Leave the kitchen refrigerator OPEN at the end. 4) By the end, agent_0 must know that agent_1 knows the vase...
103997460_171030507
433
{ "agent_0": { "position": [ -4.9429507256, 0.1766723692, -2.7483615875 ], "rotation": 1.5888288021 }, "agent_1": { "position": [ -2.9209971428, 0.1766723692, 5.7020511627 ], "rotation": -1.8828494549 } }
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "li...
null
null
{ "agent_0": [ "You are barred from living_room_1.", "The kitchen refrigerator is fridge_28 in kitchen_1.", "The potato to move is potato_4.", "potato_4 starts on top of couch_23 in living_room_1." ], "agent_1": [ "You are barred from kitchen_1.", "The vase to move is vase_8.", "vase_8...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem coop_k3_hidden_surface_2p_103997460_171030507_433) (:domain emtom) (:objects agent_0 agent_1 - agent closet_1 living_room_1 kitchen_1 dining_room_1 - room potato_4 vase_8 - object shelves_18 couch_23 unknown_25 fridge_28 table_22 - furniture ) (:init (agent_in_room agent_0 c...
null
null
null
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[kitchen_1]" }, { "agent": "agent_1", "action": "Navigate[potato_4]" } ] }, { "actions": [ { "agent": "agent_0", "action": "Navigate[dining_room_1]" }, { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "f82aad85da1b3e9c913729edf3708f9a265f9ab7ac11d8aa4ba3b851025aa6c0", "trajectory_hash": "03b07cd69a1a0677578c9dbed95dd50c4eb38ab74f2c1f9a05fa653577d3a4db", "generated_at": "2026-03-26T18:05:48.8299...
3
Syntactic fallback: K() nesting depth = 3 (strict FD proof unavailable: Strict Fast Downward ToM proof failed. Planner status: TIMEOUT)
literal_tom_probe_v1
(and (is_on_top vase_8 shelves_18) (is_on_top potato_4 table_22) (is_open fridge_28))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_0" ], "fact_pddl": "(is_on_top vase_8 shelves_18)", "fact_natural_language": "vase 8 is on top of shelves 18", "source_pddl": "(K agent_0 (K agent_1 (K agent_0 (is_on_top vase_8 shelves_18...
1
true
[]
null
syntactic_fallback
null
null
null
null
null
null
null
null
emtom-104348082_171512994-983-mixed-staging-check-jug-placement-cabinet-stat-eccb2531
Staging check: jug placement, cabinet state, and second-order confirmation
mixed
You are preparing the apartment for a quick staging check with extremely limited messaging. As a group, complete ALL shared objectives: 1) Place the jug onto the living-room table. 2) Place the book onto the bedroom-1 table. 3) Leave the kitchen cabinet OPEN. 4) By the end, agent_1 must know that agent_0 knows whether...
104348082_171512994
983
{ "agent_0": { "position": [ -6.0122990608, 0.16528025270000002, -5.0972757339 ], "rotation": -1.4486713409 }, "agent_1": { "position": [ -4.1340913773, 0.16528025270000002, -8.3645372391 ], "rotation": -2.417872254 }, "agent_2": { "position": [ ...
{}
[ "room_restriction", "limited_bandwidth", "restricted_communication" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "bedroom_2" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "limite...
null
null
{ "agent_0": [ "You are barred from bedroom_2.", "Your personal objective: book_0 must end up on couch_15." ], "agent_1": [ "You are barred from kitchen_1.", "Your personal objective: jug_3 must end up on bed_17." ], "agent_2": [ "cabinet_20 is in kitchen_1.", "Your personal objective:...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem mixed_k2_staging_jug_cabinet_book_104348082_171512994_ep_983) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent living_room_1 closet_1 bedroom_1 bedroom_2 kitchen_1 - room book_0 jug_3 - object table_13 couch_15 bed_17 table_22 bed_9 cabinet_20 - furniture ) (:init (...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[kitchen_1]" }, { "agent": "agent_1", "action": "Navigate[bedroom_2]" }, { "agent": "agent_2", "action": "Navigate[cabinet_20]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "39c747c1057601768e9e20cf39261840c8b831b5e6bb89481199a925f26249f1", "trajectory_hash": "482e29fcf5520944834f99dee0dd6be18c5c71817da66c89d4949ace15db04ff", "generated_at": "2026-03-26T18:21:14.3933...
2
Syntactic fallback: K() nesting depth = 2 (strict FD proof unavailable: Strict Fast Downward ToM proof failed. Planner status: UNSOLVABLE_INCOMPLETELY)
literal_tom_probe_v1
(and (is_on_top jug_3 table_13) (is_on_top book_0 table_22) (is_open cabinet_20))
[ { "probe_id": "k_probe_0", "agent_id": "agent_1", "subject_agents": [ "agent_0" ], "fact_pddl": "(is_open cabinet_20)", "fact_natural_language": "cabinet 20 is open", "source_pddl": "(K agent_1 (K agent_0 (is_open cabinet_20)))", "question": "Probe 0: agent_1 knows that agent_0...
1
true
[]
null
syntactic_fallback
null
null
null
null
null
null
null
null
emtom-106878945_174887058-1093-mixed-vase-table-choice-and-potato-5875a518
Vase table choice and potato
mixed
You are preparing the apartment for a quick check. Work together to complete ALL shared goals: 1) Put the potato on a kitchen counter. 2) Put the CORRECT vase on the correct living-room table. Some rooms are off-limits to certain agents. Each agent can send only 1 message. Do not guess which table is correct.
106878945_174887058
1093
{ "agent_0": { "position": [ -4.4958286285, 0.17706456780000002, -4.2891311646 ], "rotation": -1.6608358622 }, "agent_1": { "position": [ -6.4787387848, 0.17706456780000002, -1.1614713669 ], "rotation": -1.4216375351 }, "agent_2": { "position": [...
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "closet_2" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "lim...
null
null
{ "agent_0": [ "You are barred from living_room_1.", "You know the correct destination for vase_2: it must end up on table_29 in living_room_1.", "Personal objective: want (is_on_top vase_2 table_25)." ], "agent_1": [ "You are barred from closet_2.", "Before the task starts, you saw that potat...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem mixed_tom1_vase_table_choice_and_potato_106878945_174887058_1093) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent closet_1 bedroom_1 office_1 closet_2 living_room_1 kitchen_1 - room vase_2 potato_5 - object shelves_12 shelves_23 table_25 table_29 counter_36 counter_37 - fu...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[closet_2]" }, { "agent": "agent_1", "action": "Navigate[vase_2]" }, { "agent": "agent_2", "action": "Navigate[living_room_1]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "5cf3fe15498c908220dc8d50eedd3fa3dc49c44c9f854b69e7dff01449d1d9f4", "trajectory_hash": "80a92276541650ec30609127addb57b97077da983b2817da8fd41d297db8b4ab", "generated_at": "2026-03-26T18:24:11.5818...
1
Task includes first-order knowledge goals and the strict proof succeeds at depth 1. Gaps: agent_0 cannot see rooms: ['living_room_1']; agent_1 cannot see rooms: ['closet_2'].
literal_tom_probe_v1
(and (is_on_top potato_5 counter_36) (is_on_top vase_2 table_29))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [], "fact_pddl": "(is_on_top vase_2 table_29)", "fact_natural_language": "vase 2 is on top of table 29", "source_pddl": "(K agent_0 (is_on_top vase_2 table_29))", "question": "Probe 0: agent_0 knows a fact about ordered ...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-102344193-1656-cooperative-limited-message-staging-with-hidden-plat-67d0eb88
Limited-message staging with hidden plate targets
cooperative
Prepare the apartment for a quick inspection. Complete all shared goals: move the three plates from the kitchen onto their designated tables in the living room, and make sure the kitchen fridge ends up closed. Communication is extremely limited, and one teammate cannot enter the kitchen while another cannot enter the l...
102344193
1656
{ "agent_0": { "position": [ -5.4390678406, 0.1737935841, -2.1438307762 ], "rotation": -2.132663552 }, "agent_1": { "position": [ 1.566161871, 0.1737935841, -1.6814057827000002 ], "rotation": 0.3485075533 }, "agent_2": { "position": [ -2.56...
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "living_room_1" ], "for_agents": [ "agent_2" ] }, { "mechanic_type": "li...
null
null
{ "agent_0": [ "You cannot enter kitchen_1.", "The correct target mapping in the living room is: plate_0 -> table_7, plate_1 -> table_11, plate_2 -> table_15." ], "agent_1": [ "Before the task starts, you saw that fridge_27 in kitchen_1 was closed." ], "agent_2": [ "You cannot enter living_roo...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem scene_102344193_ep1656_coop_k3_plates_fridge) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent living_room_1 hallway_1 bedroom_1 kitchen_1 - room plate_0 plate_1 plate_2 - object table_7 table_11 table_15 fridge_27 cabinet_28 - furniture ) (:init (agent_in_room agen...
3
null
null
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[living_room_1]" }, { "agent": "agent_1", "action": "Navigate[kitchen_1]" }, { "agent": "agent_2", "action": "Navigate[plate_0]" } ] }, { "actions": [ { ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "3732195d02bbb3ed8436e7ee794ff9341a395cc4678eb534c3f82b6411c41509", "trajectory_hash": "0215564aef5bab4feb04d00bf7735227807f5f43092f1f4159c6fb4ca1832d5c", "generated_at": "2026-03-26T18:35:01.3431...
3
Task includes third-order nested knowledge goals and the strict proof succeeds at depth 3. Complex nested beliefs about others' models of others. Gaps: agent_0 cannot see rooms: ['kitchen_1']; agent_2 cannot see rooms: ['living_room_1']. WARNING: 1 K() goal(s) are trivially satisfied (agent can directly observe the fac...
literal_tom_probe_v1
(and (is_on_top plate_0 table_7) (is_on_top plate_1 table_11) (is_on_top plate_2 table_15) (is_closed fridge_27))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [ "agent_1", "agent_2" ], "fact_pddl": "(is_closed fridge_27)", "fact_natural_language": "fridge 27 is closed", "source_pddl": "(K agent_0 (K agent_1 (K agent_2 (is_closed fridge_27))))", "question": "Pro...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
emtom-108294897_176710602-1158-cooperative-staging-checklist-with-a-hidden-applianc-2a3c1c7c
Staging checklist with a hidden appliance state
cooperative
You are preparing the home for a quick walkthrough. Work together to complete ALL of the following shared goals: 1) Put the tennis racquet onto the couch in the living room. 2) Put the candle onto the dining-room table. 3) Leave the fridge in the kitchen OPEN at the end. 4) By the end, agent_0 must know that the fridg...
108294897_176710602
1158
{ "agent_0": { "position": [ -6.4077448845, 0.1715514958, -3.5661125182999998 ], "rotation": -1.2473057508 }, "agent_1": { "position": [ -4.2259898186000004, 0.1715514958, -3.3229281902 ], "rotation": 2.8655292988000003 }, "agent_2": { "position"...
{}
[ "room_restriction", "limited_bandwidth" ]
[ { "mechanic_type": "room_restriction", "restricted_rooms": [ "kitchen_1" ], "for_agents": [ "agent_0" ] }, { "mechanic_type": "room_restriction", "restricted_rooms": [ "laundryroom_1" ], "for_agents": [ "agent_1" ] }, { "mechanic_type": "li...
null
null
{ "agent_0": [ "You are barred from kitchen_1.", "fridge_34 is in kitchen_1." ], "agent_1": [ "You are barred from laundryroom_1.", "table_15 is in dining_room_1.", "candle_2 is on shelves_31 in laundryroom_1." ], "agent_2": [ "couch_13 is in living_room_1.", "tennis_racquet_0 is o...
{ "agent_0": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "FindRoomTool", "Communicate", "Wait" ], "agent_1": [ "Navigate", "Open", "Close", "Pick", "Place", "FindObjectTool", "FindReceptacleTool", "...
{}
emtom
(define (problem scene_108294897_176710602) (:domain emtom) (:objects agent_0 agent_1 agent_2 - agent living_room_1 bedroom_1 closet_1 laundryroom_1 kitchen_1 dining_room_1 - room tennis_racquet_0 candle_2 - object table_12 couch_13 shelves_31 fridge_34 table_15 - furniture ) (:init (agent_i...
3
{}
{}
[ { "actions": [ { "agent": "agent_0", "action": "Navigate[tennis_racquet_0]" }, { "agent": "agent_1", "action": "Navigate[kitchen_1]" }, { "agent": "agent_2", "action": "Navigate[fridge_34]" } ] }, { "actions": [ ...
{ "planner": "strict_fd_translator", "planner_version": "v7_parallel_runtime", "source": "submit", "spec_hash": "95877577754c22a6350ee268e2e381cab08043713976554b65b1b4a96944d157", "trajectory_hash": "c560d66b09f7269ece01fc89c150668d2cce387bc6895450e5264b206b013fa0", "generated_at": "2026-03-26T18:42:43.4883...
1
Task includes first-order knowledge goals and the strict proof succeeds at depth 1. Gaps: agent_0 cannot see rooms: ['kitchen_1']; agent_1 cannot see rooms: ['laundryroom_1'].
literal_tom_probe_v1
(and (is_on_top tennis_racquet_0 couch_13) (is_on_top candle_2 table_15) (is_open fridge_34))
[ { "probe_id": "k_probe_0", "agent_id": "agent_0", "subject_agents": [], "fact_pddl": "(is_open fridge_34)", "fact_natural_language": "fridge 34 is open", "source_pddl": "(K agent_0 (is_open fridge_34))", "question": "Probe 0: agent_0 knows a fact about ordered entities [fridge_34]. Repor...
1
true
[]
null
strict_fd
null
null
null
null
null
null
null
null
End of preview.

EnactToM

Public 300-entry release for EnactToM.

This export contains 150 Standard entries and 150 Hard entries and reproduces the aggregate dataset composition reported in Table 3. The paper result table evaluates 40-task subsets (22 cooperative and 18 mixed per split). Those subsets were uniquely reconstructed from the saved three-run model outcomes and the reported Avg, pass@3, and pass^3 percentages; membership is recorded in manifest.json.

Eleven task IDs occur in both splits, reflecting reuse in the original final evaluation pools. There are 289 unique task IDs across 300 split entries.

Files

  • standard.jsonl: 150 Standard entries.
  • hard.jsonl: 150 Hard entries.
  • standard/ and hard/: the same entries as individual JSON files.
  • manifest.json: split membership, inferred paper evaluation subsets, selection method, aggregate counts, and per-task provenance.

The task definitions retain PDDL goals, mechanics, private agent information, literal-ToM probes, and golden trajectories. Internal calibration traces and model rollouts were removed.

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Paper for ucsbai/enact_tom_300_public