CliniCARE-Bench - Verdict Macro-F1: leaderboard

CliniCARE-Bench (arXiv 2608.07796v1, Table 3): agent systems audit de-identified EHR records against a clinical policy corpus across 25 clinician-built scenarios (750 cases, one run each) and return Yes, No, or Indeterminate (lack of data or medically ambiguous). Macro-F1 across the four verdict classes, 0-1; higher is better. Rows are harness plus model systems.

Metric: Macro-F1 over the four verdict classes (0-1). Source: arxiv.org. Saturation forecast: Around September 2027. 16 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 50.7#16
2GPT-5.50.7#33
3Gemini 3.1 Pro (Preview)0.66#64
4GPT-5.6 Sol0.66#22
5Claude Sonnet 50.65#65
6Gemini 3.6 Flash0.65#57
7GLM-5.20.64#80
8GPT-5.40.63#83
9Gemini 3.5 Flash0.62#66
10DeepSeek V4 Pro0.61#112
11GPT-5.6 Luna0.59#79
12DeepSeek V4 Flash0.59#155
13Qwen 3.7 Plus0.58#98
14GPT-5.4 Mini0.56#228
15Kimi K2.7 Code0.56#95

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=clinicare-bench-verdict-macro-f1 · How It Works · Data refreshed daily, snapshot 2026-11-05.