ObGynLongBench - Evidence-Only: leaderboard

ObGynLongBench (arXiv 2609.07601v1, Table 2): 17 LLMs answer 1,500 rule-grounded obstetric multiple-choice decision points from real longitudinal EHRs of 976 pregnant patients; open-source and medical models run with thinking disabled. Input is only the supporting evidence for the decision; accuracy percent, higher is better.

Metric: Accuracy (%; supporting evidence only). Source: arxiv.org. Saturation forecast: Around February 2027. 17 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash79.1#103
2DeepSeek V4 Flash78.8#155
3Gemma 4 26B A4B (Non-reasoning)78.2#360 (Gemma 4 26B A4B)
4GPT-5.4 Mini77.4#228
5Qwen 3.5 35B A3B (Non-reasoning)76.9#268 (Qwen 3.5 35B A3B)
6Claude Haiku 4.575.5#287
7Qwen 3.5 4B (Non-reasoning)75.4#514 (Qwen 3.5 4B)
8Qwen 3.5 9B (Non-reasoning)73.1#391 (Qwen 3.5 9B)
9Gemma 4 E4B (Non-reasoning)68.1#762 (Gemma 4 E4B)
10MedGemma 1.5 4B64#788
11Phi-4 Mini Instruct58.7#1232

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

Interactive version: theaggregate.ai/benchmark?slug=obgynlongbench-evidence-only · How It Works · Data refreshed daily, snapshot 2026-11-05.