Datasets:
pi0.5 / OpenVLA / ACT LIBERO evaluation rollouts
Evaluation code, results, and reports: GitHub repository
Rendered rollout videos for three policies evaluated under the same LIBERO /
LIBERO-Plus / LIBERO-Pro protocol: π0.5 (pi05_libero, single unified
checkpoint), OpenVLA-7B, and ACT (both OpenVLA and ACT use 4
independently fine-tuned/trained per-suite checkpoints, not one unified
weight). The companion GitHub repository
contains the evaluation harness, summaries, and episode metadata; OpenVLA/ACT
results additionally follow the versioned
MODEL_EVAL_RESULT_PROTOCOL_V1
layout under results/runs/<model_id>/<benchmark_id>/<run_id>/.
Coverage
π0.5 (videos/{official,base-libero-assets,plus,pro,libero-x}/):
- LIBERO official and smoke controls
- LIBERO-Plus full and smoke runs
- LIBERO-Pro full and smoke runs (the available 8,000-episode matrix)
- LIBERO-X LEVEL1-5 full and smoke runs
OpenVLA / ACT (videos/{openvla,act}/<benchmark>/<run_id>/, protocol v1 layout):
- LIBERO (
libero), LIBERO-Plus (libero-plus), LIBERO-Pro (libero-pro) —fullphase only, 4 per-suite checkpoints each
| Source | Benchmark | Full | Smoke | MP4s |
|---|---|---|---|---|
| π0.5 | LIBERO official | 2,000 | 8 | 2,008 |
| π0.5 | LIBERO Base assets | 2,000 | 8 | 2,008 |
| π0.5 | LIBERO-Plus | 10,030 | 28 | 10,058 |
| π0.5 | LIBERO-Pro | 8,000 | 16 | 8,016 |
| π0.5 | LIBERO-X | 34,520 | 29 | 34,549 |
| OpenVLA | LIBERO | 2,000 | — | 2,000 |
| OpenVLA | LIBERO-Plus | 10,030 | — | 10,030 |
| OpenVLA | LIBERO-Pro | 8,000 | — | 8,000 |
| ACT | LIBERO | 2,000 | — | 2,000 |
| ACT | LIBERO-Plus | 10,030 | — | 10,030 |
| ACT | LIBERO-Pro | 8,000 | — | 8,000 |
| Total | 96,699 |
manifests/video-manifest.jsonl (π0.5) and manifests/video-manifest.jsonl
(shared, appended by the OpenVLA/ACT uploader) record the byte size and
SHA-256 for every file.
All 6,000 LIBERO-X LEVEL1 episode records resolve to non-empty source MP4s in
the current archive. Eight LIBERO-Plus smoke records (π0.5 only) are
explicitly marked video_available=false because their run status is
not_recorded. Every OpenVLA/ACT full-phase episode has a matched video
(videos_available == total for all 6 runs, per each run's run.json).
Missing records are retained in companion metadata rather than represented by
fabricated files.
Interpretation
LIBERO-Pro has 2,000 unavailable env episodes per policy; they are N/A, not
failures. LIBERO-X (π0.5 only) is a zero-shot transfer evaluation of a
checkpoint fine-tuned on standard LIBERO, not an in-domain LIBERO-X training
result. OpenVLA/ACT's LIBERO-Plus and LIBERO-Pro runs are also zero-shot
transfer (their checkpoints were fine-tuned/trained only on standard LIBERO);
their standard-LIBERO runs are same-distribution. See the GitHub repository's
docs/*-EVAL_REPORT.md and analysis-report/cross_policy_report_zh.md for
the full per-model analysis, including OpenVLA's 0/2,000 catastrophic failure
on the LIBERO-Pro swap(position) perturbation and ACT's language-blind
architecture (documented so its Language Instructions/lan(semantic)
perturbation scores aren't misread as language robustness).
Licensing
These are generated rollouts, not a redistribution of model weights or
simulator assets. Users must follow the upstream licenses and citation terms
for OpenPI, OpenVLA, lerobot/ACT, LIBERO, LIBERO-Plus, LIBERO-Pro, and
LIBERO-X before using or redistributing the videos.
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