MedStreamBench - Proactive Responsiveness: leaderboard

Metric: Responsiveness (%; timing of the first alert relative to the expected critical time in streaming proactive-monitoring rounds with responses no_alert, uncertain or alert, early, late and missed alerts penalized; 0-1 x100). Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro44.94
2InternVL3.5-8B8.99
3Qwen 2.5 VL 7B5.47
4Lingshu-7B5.14

Interactive version: theaggregate.ai/benchmark?slug=medstreambench-proactive-responsiveness · How It Works · Data refreshed daily, snapshot 2026-09-29.