CliniCARE-Bench - Process Rubric Score: 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). Mean process rubric score over report-present runs for the logged investigation trajectory, judged by GPT-5.5 against scenario criteria, in percent; higher is better. Rows are harness plus model systems.

Metric: Mean process rubric score over report-present runs (%, GPT-5.5 judge). Source: arxiv.org. Saturation forecast: Around February 2027. 16 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 582#16
2GPT-5.6 Sol80#22
3GPT-5.578.6#33
4GLM-5.276.4#80
5GPT-5.476.1#83
6GPT-5.6 Luna75.2#79
7Gemini 3.6 Flash72.6#57
8MiniMax-M372.5#151
9Gemini 3.5 Flash71.1#66
10Claude Sonnet 570.8#65
11Kimi K2.7 Code69.6#95
12DeepSeek V4 Pro69.4#112
13DeepSeek V4 Flash68.6#155
14Qwen 3.7 Plus65.9#98
15GPT-5.4 Mini65.2#228

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-process-rubric-score · How It Works · Data refreshed daily, snapshot 2026-11-05.