MedProbeBench - Evidence Verification: leaderboard

Metric: Evidence verification (x100): task-weighted composite of claim recall, search effectiveness (reference recall) and factual consistency of cited claims, 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 March 2028. 10 models tracked.

Top models

#ModelScore
1GPT-5.243.7
2Grok 441.4
3Gemini 3 Flash (Preview)40.1
4GPT-537.4
5GPT-4.135.6
6Claude Sonnet 433.6
7Claude Sonnet 4 (Thinking)29.7

Interactive version: theaggregate.ai/benchmark?slug=medprobebench-evidence-verification · How It Works · Data refreshed daily, snapshot 2026-10-07.