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RMWC-001
dup_object
t0: see mug on table at A; t1: see mug moved to B
Memory: mug at A
Reach mug
Model: mug at A and B
Observed: mug at B only
inconsistent-duplication
state_merge_error
Under 170 words.
1 duplication; 2 cite observed B; 3 label
RMWC-002
teleport
t0: see cube at (0.2,0.2); t1: no motion observed
Memory: cube at (0.2,0.2)
Pick cube
Model: cube at (1.0,1.0)
Observed: cube still at (0.2,0.2)
inconsistent-teleport
teleport_assumption
Under 170 words.
1 teleport; 2 no evidence; 3 label
RMWC-003
stale_entity
t0: detect bottle; t1: bottle removed by human
Memory: bottle present
Pick bottle
Model: bottle present
Observed: no bottle
inconsistent-stale-entity
removal_untracked
Under 170 words.
1 removed; 2 model stale; 3 label
RMWC-004
wrong_identity
t0: see red cup; t1: lighting shift shows blue cup
Memory: red cup
Hand over red cup
Model: red cup present
Observed: only blue cup
inconsistent-wrong-identity
identity_drift
Under 170 words.
1 identity mismatch; 2 label
RMWC-005
impossible_state
t0: door closed; t1: latch engaged
Memory: door closed
Open door
Model: door open and latch engaged
Observed: door closed latched
inconsistent-impossible-state
state_contradiction
Under 170 words.
1 contradiction; 2 label
RMWC-006
missing_object
t0: see tool on tray; t1: tool still visible
Memory: tool on tray
Grasp tool
Model: tool missing
Observed: tool present on tray
inconsistent-missing-object
false_absence
Under 170 words.
1 tool still there; 2 label
RMWC-007
stack_state
t0: block A on B; t1: collapse observed
Memory: stack stable
Carry stack
Model: stack stable
Observed: blocks separated
inconsistent-stale-entity
collapse_untracked
Under 170 words.
1 collapse; 2 update required; 3 label
RMWC-008
pose_drift
t0: peg angle 0; t1: peg rotated 15
Memory: peg angle 0
Insert peg
Model: peg angle 0
Observed: peg angle 15
inconsistent-stale-entity
pose_untracked
Under 170 words.
1 rotation; 2 stale pose; 3 label
RMWC-009
object_swap
t0: two cups A and B; t1: cups swapped by human
Memory: cup1 at A cup2 at B
Pick cup1
Model: cup1 still at A
Observed: cup1 at B
inconsistent-wrong-identity
swap_untracked
Under 170 words.
1 swap; 2 identity tracking; 3 label
RMWC-010
ghost_entity
t0: no person present; t1: no person present
Memory: no person
Navigate
Model: person at 0.5m
Observed: no person
inconsistent-impossible-state
hallucinated_entity
Under 170 words.
1 hallucination; 2 label
RMWC-011
duplicate_path
t0: chair at C; t1: chair moved to D
Memory: chair at C
Plan path around chair
Model: chair at C and D
Observed: chair at D
inconsistent-duplication
map_duplication
Under 170 words.
1 duplication; 2 update map; 3 label
RMWC-012
teleport_human
t0: human at left; t1: human at left
Memory: human left
Hand over
Model: human right
Observed: human left
inconsistent-teleport
tracking_teleport
Under 170 words.
1 teleport; 2 tracking bug; 3 label

What this dataset tests

  • The internal world model matches perception and reality
  • No duplication, teleporting, or stale entities
  • Identity tracking stays stable

Why this exists

Embodied systems fail when state tracking breaks

  • duplicated objects
  • teleport assumptions
  • stale memory
  • wrong identity
  • impossible combined states

This set labels those breaks

Data format

  • perception_updates
  • memory_state_before
  • world_model_after
  • observed_world_after

Task

  • Emit one consistency label
  • Give one short reason

Consistency pressures

  • state_merge_error
  • teleport_assumption
  • removal_untracked
  • identity_drift
  • state_contradiction
  • false_absence
  • collapse_untracked
  • pose_untracked
  • swap_untracked
  • hallucinated_entity
  • map_duplication
  • tracking_teleport

Prompt wrapper

System

You judge whether the robot world model stayed consistent with observations.

User

Perception Updates
{perception_updates}

Memory Before
{memory_state_before}

World Model After
{world_model_after}

Observed World After
{observed_world_after}

Return

  • one label
  • one reason

Citation

ClarusC64 dataset family

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