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Manipulation datasetOpenReadiness 86 · confidence 43

LIBERO-Long LeRobot Dataset

Long-horizon manipulation post-training and evaluation

Post-trainingrole

A LeRobot-formatted LIBERO-Long release used for post-training and evaluating video-action and VLA policies on extended tasks.

Best for

Long-horizon policy learning

Not for / blocker

Track as a LIBERO dataset release, not as an unrelated top-level series once versioned Catalog storage is active.

Download decision

Inspect schema and run a bounded sample audit before committing to the full release.

Policy learningUseful

Has observation, action/state proxy, and task or language context.

fit 85 · confidence 55

World modelUseful

Has rich observation and semantic context, but limited geometry/sim-real alignment.

fit 68 · confidence 55

WAMUseful

Contains observation, intent, action/state, and feedback-like supervision.

fit 88 · confidence 55

Verified facts and provenance

Claims, metadata verification, and sample verification are shown separately.

curated official source
Official claim · signals
VideoActionsRobot stateLanguageTask phaseOutcome
Metadata verified · schema / annotations

Unknown — no machine-readable schema facts have been captured.

Sample / pipeline verification

Unknown — metadata conclusions do not prove sample coverage, alignment, or file integrity.

Declared loop signal coverage

Signals inferred from official metadata; Data pipeline verification is still pending.

5/7 categories present or partial

Observation / ego video

video · A LeRobot-formatted LIBERO-Long release used for post-training and evaluating video-action and VLA policies on extended tasks.

present

Action / hand pose / robot state

actions · robot state · Long-horizon manipulation post-training and evaluation · A LeRobot-formatted LIBERO-Long release used for post-training and evaluating video-action and VLA policies on extended tasks.

present

Gaze / attention

No decision-grade evidence captured yet.

unknown

Language intent / task phase

language · task phase · A LeRobot-formatted LIBERO-Long release used for post-training and evaluating video-action and VLA policies on extended tasks.

present

Feedback / correction / failure

Failure-phase analysis · Long-horizon manipulation post-training and evaluation

present

Sim-real pairing

No decision-grade evidence captured yet.

unknown

License / format / access

Open · LeRobot

present

Model and task fit · OpenBot inference

Policy learningUseful

Has observation, action/state proxy, and task or language context.

fit 85 · confidence 55

World modelUseful

Has rich observation and semantic context, but limited geometry/sim-real alignment.

fit 68 · confidence 55

WAMUseful

Contains observation, intent, action/state, and feedback-like supervision.

fit 88 · confidence 55

Failure miningUseful

Has failure/evaluation-style labels with action or manipulation context.

fit 82 · confidence 55

Good tasks

pick-place / manipulationvideo-language reasoninglong-horizon planningfailure and recovery mining

Blockers and unresolved evidence

  • Gaze / attentionunknown
    Not enough evidence to classify this signal. Verify metadata or a bounded sample.
  • Sim-real pairingunknown
    Not enough evidence to classify this signal. Verify metadata or a bounded sample.

Raw dataset signals

VideoActionsRobot stateLanguageTask phaseOutcome

OpenBot fit

  • Long-horizon policy learning
  • LingBot-VA post-training
  • Failure-phase analysis

Integration notes

  • Track as a LIBERO dataset release, not as an unrelated top-level series once versioned Catalog storage is active.

Related by signals