MedDialBench - Withholding + Incoherent: leaderboard

Metric: Diagnostic accuracy (%) over 85 OSCE cases (each cell counts whole cases out of 85) after a free-form consultation with a patient who withholds and is incoherent (combination C5), the final diagnosis judged correct or not by Qwen3-Max; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 5 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)81.2
2Claude Opus 4.670.6
3GPT-5.4 (Non-reasoning)70.6
4DeepSeek V3.2 (Non-reasoning)62.4
5Qwen 3.5 Plus (Non-reasoning)61.2

Interactive version: theaggregate.ai/benchmark?slug=meddialbench-withholding-plus-incoherent · How It Works · Data refreshed daily, snapshot 2026-10-07.