MedBench v5 - CCR-Multimodal: leaderboard

The multimodal track of MedBench v5 (2026) Clinical Cognitive Responsiveness: the macro-average of 12 tasks on medical image perception, report OCR, visual question answering, report generation, longitudinal imaging and multimodal clinical decisions, each normalized to 0-100. Higher is better.

Metric: Macro-average score (0-100) over the 12 tasks of the MedBench v5 Clinical Cognitive Responsiveness multimodal track (lesion detection, image classification, report OCR, visual question answering, report generation, longitudinal imaging and multimodal clinical decision support), each task normalized to 0-100; higher is better. Source: arxiv.org. Saturation forecast: Around March 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1Seed 2.0 Pro51.65#211
2Gemini 3.5 Flash50.68#101
3GPT-5.550.07#49
4Qwen 3.7 Plus49.24#207
5Claude Opus 4.747.98#79
6Kimi K2.646.4#178
7GLM-5.142.35#179
8DeepSeek V4 Pro41.18#188
9Grok 4.2035.09#297

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

Interactive version: theaggregate.ai/benchmark?slug=medbench-v5-ccr-multimodal · How It Works · Data refreshed daily, snapshot 2026-11-13.