MedFlowBench (Pathology) - Lymph-node WSI Task: leaderboard
Metric: Exact-match accuracy (0-1, shown times 100) of tumor presence and largest metastasis category on CAMELYON17 lymph-node whole-slide images (550 slides: tumor presence and largest metastasis category); the model drives QuPath through the MedOpenClaw runtime with viewer-native actions only (slide loading, panning, zooming, viewport capture), one tool call per round within a 20-round budget, returning an answer with whole-slide coordinates as evidence (Track A); higher is better. Source: arxiv.org. Saturation forecast: Around June 2028. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.4 | 35 | #76 |
| 2 | Gemini 3.1 Pro (Preview) | 26 | #54 |
| 3 | Gemini 3 Flash (Preview) | 18 | #78 |
| 4 | GPT-5.4 Mini | 16 | #202 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=medflowbench-pathology-lymph-node-wsi-task · How It Works · Data refreshed daily, snapshot 2026-10-11.