MedRepBench - Unit Recall (OCR-Assisted): leaderboard

Metric: Field-level recall (%; unit 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 Maverick90.23
2InternVL3-14B89.52
3InternVL3-38B88.79
4InternVL3-8B88
5Llama 4 Scout82.94
6Qwen 2.5 VL 7B81.61

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