RoboRMBench - Action-Goal Perspective Shift: leaderboard

Metric: Score Crossing Rate (0-1). Source: arxiv.org. 16 models tracked.

Top models

#ModelScore
1Llama 4 Scout0.56
2Gemini 2.5 Flash0.52
3Claude Haiku 4.50.49
4GPT-4o0.38
5Llama 4 Maverick0.36
6Gemma 3 27B0.32
7Gemini 3 Flash0.31
8GPT-5.10.3
9Qwen 3 VL 8B0.26
10Gemma 3 12B0.21
11Claude Sonnet 4.60.16

Interactive version: theaggregate.ai/benchmark?slug=robormbench-action-goal-perspective-shift · How It Works · Data refreshed daily, snapshot 2026-09-21.