MedRepBench - Abnormal Flag Recall: leaderboard

Metric: Field-level recall (%; abnormality flag of each ground-truth lab item, matched by exact normalized item name within the model's top-K items, K = number of reference items; VLM on the report image only). Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScore
1Llama 4 Maverick75.83
2InternVL3-14B70.12
3Qwen 2.5 VL 7B68.36
4InternVL3-8B67.92
5InternVL3-38B66.74
6Llama 4 Scout63.24

Interactive version: theaggregate.ai/benchmark?slug=medrepbench-abnormal-flag-recall · How It Works · Data refreshed daily, snapshot 2026-09-26.