MedRepBench - Abnormal Flag Recall (OCR-Assisted): 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 plus OCR text). Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScore
1Llama 4 Maverick86.56
2InternVL3-14B83.56
3InternVL3-8B77.97
4InternVL3-38B77.55
5Qwen 2.5 VL 7B76.39
6Llama 4 Scout69.23

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