MedRepBench - Reference Range Recall (OCR-Assisted): leaderboard

Metric: Field-level recall (%; reference range 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 Maverick90.74
2InternVL3-38B89.88
3InternVL3-14B88.81
4InternVL3-8B88.8
5Qwen 2.5 VL 7B85.07
6Llama 4 Scout77.91

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