MedConceal (8-Turn) - Intervention Success: leaderboard
Metric: Success rate (0-1, times 100): share of cases in which the clinician addresses the case's primary hidden concern and guides the patient toward the target plan, Task 2 (intervention), 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 July 2027. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 29.3 |
| 2 | GPT-5.2 | 7.7 |
| 3 | Qwen 3.5 9B | 3 |
Interactive version: theaggregate.ai/benchmark?slug=medconceal-8-turn-intervention-success · How It Works · Data refreshed daily, snapshot 2026-10-07.