MedStreamBench - Future Responsiveness: leaderboard

How promptly a model starts answering future-event questions once streaming medical video makes them answerable, penalizing early, late and missed answers; from MedStreamBench (2026). Percent, higher is better.

Metric: Responsiveness (%; timing of the first non-unanswerable answer relative to the time the future event becomes answerable in streaming rounds, with early, late and missed answers penalized; 0-1 x100). Source: arxiv.org. Saturation forecast: Around May 2027. 9 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro36.36#266
2Qwen 2.5 VL 7B5.33#1787

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=medstreambench-future-responsiveness · How It Works · Data refreshed daily, snapshot 2026-11-13.