Synthetic Hospital - Evidence Retrieval: leaderboard

Metric: Precision at 5 (%; ranking chart sections for a diagnosis against graded graph relevance, zero-shot; public split of 200 synthetic longitudinal patients (1,268 in all, built from USMLE-style questions with ontology-grounded labels); single-turn, one prompting strategy locked per task for every model; graph-derived deterministic scoring). Source: arxiv.org. Saturation forecast: Around December 2026. 10 models tracked.

Top models

#ModelScore
1GPT-5.383.3
2Claude Opus 4.681.6
3Kimi K2.5 (Thinking)81.1
4Qwen 3.5 397B A17B80.9
5Gemma 3 27B80.4
6GLM-579.8
7DeepSeek V3.275.1
8Llama 4 Scout74.1

Interactive version: theaggregate.ai/benchmark?slug=synthetic-hospital-evidence-retrieval · How It Works · Data refreshed daily, snapshot 2026-09-26.