MedProbeBench - Holistic Quality: leaderboard
Metric: Holistic quality (x100): task-weighted mean of comprehensiveness, insight depth, standards adherence and clinical utility, each rated 0 to 10 by a GPT-4.1 judge against the expert guideline, for LLMs with search tools on MedProbeBench: each system writes a complete clinical guideline for 50 WHO-classification tumor entities (one run per task), compared with the expert guideline; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.2 | 73.6 |
| 2 | GPT-5 | 70 |
| 3 | Gemini 3 Flash (Preview) | 67.8 |
| 4 | Grok 4 | 65.4 |
| 5 | GPT-4.1 | 65.2 |
| 6 | Claude Sonnet 4 | 64.1 |
| 7 | Claude Sonnet 4 (Thinking) | 62.7 |
Interactive version: theaggregate.ai/benchmark?slug=medprobebench-holistic-quality · How It Works · Data refreshed daily, snapshot 2026-10-07.