MedRepBench - Item Name Recall (OCR-Assisted): leaderboard
Metric: Field-level recall (%; item name 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
| # | Model | Score |
|---|---|---|
| 1 | Llama 4 Maverick | 96.68 |
| 2 | InternVL3-8B | 95.25 |
| 3 | InternVL3-14B | 95.25 |
| 4 | InternVL3-38B | 94.69 |
| 5 | Qwen 2.5 VL 7B | 93.94 |
| 6 | Llama 4 Scout | 92.68 |
Interactive version: theaggregate.ai/benchmark?slug=medrepbench-item-name-recall-ocr-assisted · How It Works · Data refreshed daily, snapshot 2026-09-26.