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Manipulation datasetOpen

EO-Data1.5M

A large multimodal corpus combining vision, text, embodied reasoning, and action supervision for EO-1 pretraining.

Scale
1.5M samples
Formats
Hugging Face dataset
License
Not declared
Published
2025-08-28

Decision summary

Best for

Embodied reasoning

Main blocker

Separate EO-Data1.5M training samples from EO-Bench evaluation data.

Next check

Verify repository and artifact licenses.

Selection readiness

6 evidence dimensions for deciding whether this dataset is ready to inspect, compare, or adopt. This is not a model benchmark.

Catalog evidence · not task performance

78/100

Provisional

3/6 dimensions scored · 37% confidence

Access and governanceNot scoredconf. 20
Schema and signal coverageNot scoredconf. 15
Policy training readiness85conf. 55
World-model readiness68conf. 50
Failure and recovery readinessNot scoredconf. 15
Download and processing readiness82conf. 65
Read the evidence behind all 6 dimensions

Access and governance

License or access terms are not verified.

unknownnot scored · confidence 20

Schema and signal coverage

No machine-readable schema has been verified yet.

unknownnot scored · confidence 15

Policy training readiness

Observation and action/state signals are declared; alignment quality still depends on sample verification.

usefulfit 85 · confidence 55

World-model readiness

Temporal observations plus geometry or semantic context are declared; sample alignment remains to be audited.

usefulfit 68 · confidence 50

Failure and recovery readiness

No verified failure/recovery annotation evidence is available yet.

unknownnot scored · confidence 15

Download and processing readiness

A bounded sample/subset is declared for initial validation.

usefulfit 82 · confidence 65
Review unresolved evidence and next checks

Signal gaps

  • Gaze / attention. Not enough evidence is available to classify this signal.
  • Sim-real pairing. Not enough evidence is available to classify this signal.

Next checks

  • Verify repository and artifact licenses.
  • Read the dataset manifest and feature schema.
  • Run a bounded sample audit before assigning Strong readiness.

Dataset facts

Source
IPEC-COMMUNITY / EO-Robotics
Evidence
official claim
Formats
Hugging Face dataset
samples
1.5M
role
Pretraining
modalities
Vision + text + action
Read paper

Loop signals

5/7 present or partial

Gaze / attention

No decision-grade evidence captured yet.

unknown
Sim-real pairing

No decision-grade evidence captured yet.

unknown
View 5 more signal categories
Observation / ego video

video · images

present
Action / hand pose / robot state

actions · future state · A large multimodal corpus combining vision, text, embodied reasoning, and action supervision for EO-1 pretraining.

present
Language intent / task phase

language · task phase

present
Feedback / correction / failure

Separate EO-Data1.5M training samples from EO-Bench evaluation data.

present
License / format / access

Open · Hugging Face dataset

partial
Evidence details and provenance

Official signal claims

VideoImagesLanguageActionsTask phaseFuture state

Schema and annotations

No machine-readable schema facts are captured.

Sample verification

Pending. Metadata does not prove sample coverage, alignment, or file integrity.

curated source metadata

Integration notes

  • Separate EO-Data1.5M training samples from EO-Bench evaluation data.

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