AgentEHR (ReAct) - Labevents: leaderboard
The laboratory tests task of AgentEHR (Liao et al., 2026): from a MIMIC-IV history censored just before the event, a ReAct agent with the 19-tool EHR toolbox predicts the set of laboratory tests recorded next. F1 in percent between the predicted and recorded sets over 589 cases of the MIMIC-IV-Common subset; higher is better.
Metric: F1 (%; predicted labevents label set against the next recorded events, 589 MIMIC-IV-Common cases; standard ReAct agent). Source: arxiv.org. Saturation forecast: Around August 2027. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 Mini | 21.51 | #349 |
| 2 | Grok 4.1 Fast | 18.56 | #426 |
| 3 | Qwen 3 30B A3B | 12.95 | #1124 |
| 4 | Qwen 3 Next 80B A3B | 7.93 | #756 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=agentehr-react-labevents · How It Works · Data refreshed daily, snapshot 2026-11-12.