MedRealMM (Physician Subset): leaderboard

MedRealMM (JD Health, 2026) turns de-identified multimodal consultations from a Chinese internet hospital into next-physician-response tasks with patient images and physician-refined case rubrics, graded per criterion by Gemini-3-Pro-Preview. This board is the 200-case subset used to compare models with deliberating physicians; score is the case-mean rubric score in percent, higher is better.

Metric: Rubric score (%; case-level mean of the physician-refined case rubric, positive and negative criteria weighted and clipped to 0-1, graded per criterion by Gemini-3-Pro-Preview) on the 200-case subset of real Chinese online consultations with patient images used for the deliberative physician comparison. Source: arxiv.org. Saturation forecast: Around March 2028. 5 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.750.66#79
2Gemini 3.5 Flash44.93#101
3Kimi K2.641.78#178
4Qwen 3.6 27B41.2#341
5GPT-5.538.53#49

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=medrealmm-physician-subset · How It Works · Data refreshed daily, snapshot 2026-11-13.