MedProbeBench (Deep Research Agents) - 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 deep research agents 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. 7 models tracked.

Top models

#ModelScore
1O4 Mini Deep Research69.9
2Sonar Deep Research67.2
3Tongyi DeepResearch 30B A3B55.1

Interactive version: theaggregate.ai/benchmark?slug=medprobebench-deep-research-agents-holistic-quality · How It Works · Data refreshed daily, snapshot 2026-10-07.