MetaFine - Press Part: leaderboard

Fine-grained robot manipulation from MetaFine (Xu et al., 2026): the policy must press the instructed part of a switch or stapler, and a trial counts only when the part-level or directional constraint is met. Success rate in percent in simulation under nominal conditions, with every policy fine-tuned on the MetaFine demonstrations using its official recipe; higher is better.

Metric: Success rate (%; fine-grained acceptance: press the instructed part (switch, stapler head or top); nominal simulation conditions; each policy fine-tuned on the MetaFine demonstrations from its released checkpoint with the authors' official recipe). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 7 models tracked.

Top models

#ModelScoreOverall rank
1π0.568
2π065
3ACT63
4DP363
5OpenVLA-OFT59
6OpenVLA53
7Octo44

Interactive version: theaggregate.ai/benchmark?slug=metafine-press-part · How It Works · Data refreshed daily, snapshot 2026-11-12.