ATOM-Bench - Single-Arm Instruction: leaderboard

Metric: Success rate (%; Instruction Set, 7 tasks x 10 fixed physical test seeds on the Franka Panda single-arm track, macro-averaged over tasks; one policy fine-tuned on the 15 atomic tasks of the track). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 5 models tracked.

Top models

#ModelScore
1Pi0.594.3
2Motus67.1
3GR00T-N1.657.1
4LingBot-VLA54.3
5SmolVLA11.4

Interactive version: theaggregate.ai/benchmark?slug=atom-bench-single-arm-instruction · How It Works · Data refreshed daily, snapshot 2026-09-26.