MTBBench-Multimodal - Outcome and Recurrence: leaderboard

Prognosis questions of the MTBBench multimodal track (Vasilev et al., 2025): after gathering pathology, lab and surgery files the agent predicts 5-year survival and 2-year recurrence for head-and-neck cancer patients. Accuracy in percent over two questions per patient, no tools; higher is better, and chance is near 50%.

Metric: Accuracy (%; 5-year survival and 2-year recurrence questions, 2 per patient; multi-turn file access, no tools). Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.

Top models

#ModelScoreOverall rank
1InternVL3-78B65.6#733
2GPT-4o (2024-08-06)59.9#731
3InternVL3-38B55.9#905
4O4 Mini (2025-04-16)55.7#362

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

Interactive version: theaggregate.ai/benchmark?slug=mtbbench-multimodal-outcome-and-recurrence · How It Works · Data refreshed daily, snapshot 2026-11-12.