M3R-Bench - Explanation Rubric: leaderboard
Metric: Rubric score (0-100): mean of visual evidence, mapping correctness and sentiment justification, each scored by Gemini-3.1-Pro against the gold stage-wise rationale and set to zero when the associated prediction is wrong. Source: arxiv.org. Saturation forecast: Around 2031. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 51.1 |
| 2 | Kimi K2.5 | 48.8 |
| 3 | GPT-4o | 40.71 |
| 4 | GPT-5.5 | 37.76 |
| 5 | Qwen 3 VL 32B Instruct | 37.72 |
| 6 | Qwen 3 VL 8B Instruct | 37.55 |
Interactive version: theaggregate.ai/benchmark?slug=m3r-bench-explanation-rubric · How It Works · Data refreshed daily, snapshot 2026-09-26.