SurgVLA-Bench - Level 3 Pick and Place: leaderboard

Grasping a target object and transferring it to a specified location in the SurRoL laparoscopic simulator, a composite multi-step task of SurgVLA-Bench (Sun et al., 2026). Models are LoRA fine-tuned on the Level 3 demonstrations; binary success rate in percent over 50 trials with a 150-step limit; higher is better.

Metric: Success rate (%; T3-1 grasp and transfer to a specified location, SurgVLA-Bench Level 3, 50 trials in the SurRoL laparoscopic simulator with a 150-step limit; LoRA fine-tuned on the level's demonstrations). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.

Top models

#ModelScoreOverall rank
1π056
2π0.512
3OpenVLA0
4SmolVLA0

Interactive version: theaggregate.ai/benchmark?slug=surgvla-bench-level-3-pick-and-place · How It Works · Data refreshed daily, snapshot 2026-11-12.