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RTAS-001
pick_place
Object on table
Place object on shelf
Align β†’ Grasp β†’ Lift β†’ Move β†’ Place
Grasp β†’ Align β†’ Lift β†’ Move β†’ Place
Failed grasp
out-of-order
ordering_error
Under 150 words.
1 align before grasp; 2 flag
RTAS-002
drawer_open
Drawer closed
Open drawer
Reach β†’ Grasp handle β†’ Pull
Reach β†’ Pull β†’ Grasp handle
Handle slip
unsafe-order
premature_force
Under 150 words.
1 grasp before pull; 2 flag
RTAS-003
pour_liquid
Cup upright
Pour into bowl
Pick β†’ Tilt β†’ Pour β†’ Return
Pick β†’ Pour β†’ Tilt β†’ Return
Spill
skipped-step
missing_tilt
Under 150 words.
1 tilt step; 2 flag
RTAS-004
stack_blocks
Blocks separated
Stack A on B
Pick A β†’ Align β†’ Place
Pick A β†’ Align β†’ Place β†’ Place
Duplicate place
repeated-step
loop_error
Under 150 words.
1 duplicate; 2 flag
RTAS-005
hand_over
Holding item
Give to human
Approach β†’ Pause β†’ Extend β†’ Release
Approach β†’ Extend β†’ Release
Drop occurred
skipped-step
pause_omission
Under 150 words.
1 pause; 2 safety
RTAS-006
insert_peg
Peg aligned
Insert peg
Align β†’ Insert β†’ Verify
Insert β†’ Verify
Jam
skipped-step
alignment_skip
Under 150 words.
1 align first; 2 flag
RTAS-007
press_button
Finger above button
Press button
Approach β†’ Press β†’ Retract
Press β†’ Retract
No activation
premature-action
contact_skip
Under 150 words.
1 approach; 2 flag
RTAS-008
door_close
Door open
Close door
Approach β†’ Push β†’ Release
Approach β†’ Release β†’ Push
Door unmoved
out-of-order
release_early
Under 150 words.
1 push before release
RTAS-009
bin_pick
Bin cluttered
Pick target
Scan β†’ Select β†’ Reach β†’ Grasp
Reach β†’ Grasp
Wrong object
skipped-step
scan_skip
Under 150 words.
1 scan; 2 select
RTAS-010
assist_walk
Human standing
Support walk
Match pace β†’ Grip β†’ Walk
Grip β†’ Walk
Human imbalance
unsafe-order
support_order
Under 150 words.
1 pace match; 2 safety
RTAS-011
place_delicate
Holding glass
Place gently
Lower β†’ Release β†’ Withdraw
Release β†’ Lower β†’ Withdraw
Glass dropped
premature-action
early_release
Under 150 words.
1 lower before release
RTAS-012
reset_task
Task failed
Retry task
Stop β†’ Reset β†’ Retry
Retry
Repeated failure
skipped-step
reset_skip
Under 150 words.
1 reset; 2 retry

What this dataset tests

  • Whether actions occur in the correct order
  • Whether prerequisite steps are respected
  • Whether unsafe ordering is detected

Why this exists

Robots often fail by doing the right actions
in the wrong order

This set detects temporal incoherence

Data format

  • planned_sequence
  • executed_sequence
  • observed_result

Task

  • Emit one sequencing label
  • Give a short explanation

Sequencing pressures

  • ordering_error
  • premature_force
  • missing_tilt
  • loop_error
  • pause_omission
  • alignment_skip
  • contact_skip
  • release_early
  • scan_skip
  • support_order
  • reset_skip

Prompt wrapper

System

You judge whether a robot followed the correct action sequence.

User

Planned Sequence
{planned_sequence}

Executed Sequence
{executed_sequence}

Observed Result
{observed_result}

Return

  • one label
  • one reason

Citation

ClarusC64 dataset family

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