MMRareBench - Treatment Planning: leaderboard
Metric: Treatment Planning track (T2) score: a stage-wise treatment plan given the working diagnosis, case narrative and images, graded 0-100 by a Qwen3-VL-235B judge with a strict track-specific rubric that awards credit only when a criterion is fully met (six binary dimensions averaged); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 23 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 | 49.2 |
| 2 | Qwen 3 VL 235B A22B Instruct | 35.9 |
| 3 | Claude Sonnet 4.5 | 35.8 |
| 4 | Claude Haiku 4.5 | 34.2 |
| 5 | Gemini 3 Flash (Preview) | 29.1 |
| 6 | Gemini 2.5 Pro | 26.7 |
| 7 | GLM-4.6V | 20.5 |
| 8 | Qwen 3 VL 30B A3B Instruct | 20.1 |
| 9 | Gemini 2.5 Flash | 17.1 |
| 10 | MedGemma-27B-IT | 15.4 |
| 11 | Lingshu-32B | 14.2 |
| 12 | Qwen 2.5 VL 32B Instruct | 12.8 |
| 13 | GPT-4o | 12.7 |
| 14 | Qwen 3 VL 8B Instruct | 10.8 |
| 15 | Qwen 2.5 VL 72B Instruct | 8.7 |
Interactive version: theaggregate.ai/benchmark?slug=mmrarebench-treatment-planning · How It Works · Data refreshed daily, snapshot 2026-10-07.