LIBERO-PeRM Zero-shot - Skill SR: leaderboard

LIBERO-PeRM v1 Table2; zero-shot LIBERO-SinglePref robot-action policies on edited LIBERO layouts; No-Pref uses original task language. SA = mean(task-success indicator * discrete preference label 0,0.25,0.75,1), not conditional success-only adherence. Metric: Task success (%). Higher is better. Source: https://arxiv.org/html/2610.22372v1

Metric: Task success (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 6 models tracked.

Top models

#ModelScoreOverall rank
1pi0.5100
2GR00T-N1.676.92
3pi0-fast73.08
4UniVLA71.79
5OpenVLA-OFT64.1
6SmolVLA0

Interactive version: theaggregate.ai/benchmark?slug=libero-perm-zero-shot-skill-sr · How It Works · Data refreshed daily, snapshot 2026-10-17.