MedConceal (8-Turn) - Confirmation Reveal Rate: leaderboard
Metric: Reveal rate (0-1, times 100): share of the gold hidden concerns the patient simulator reveals during the dialogue, Task 1 (confirmation), a fixed 8-turn dialogue (matched to the mean human length), over MedConceal's 300 clinician-reviewed cases built from r/AskDocs threads, in dialogue with a reserved, stateful patient simulator that reveals hidden psychosocial concerns only under clinically meaningful elicitation; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 52.2 |
| 2 | Qwen 3.5 9B | 43.1 |
| 3 | GPT-5.2 | 24.7 |
Interactive version: theaggregate.ai/benchmark?slug=medconceal-8-turn-confirmation-reveal-rate · How It Works · Data refreshed daily, snapshot 2026-10-07.