MedFlowBench (Pathology) - Lymph-node WSI Strict: leaderboard
Metric: Strict score (0-1, shown times 100) on CAMELYON17 lymph-node whole-slide images (550 slides: tumor presence and largest metastasis category): both answers must be right and, for positive slides, a returned coordinate must hit the tumor mask or polygon; 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 2029. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 12 | #54 |
| 2 | GPT-5.4 | 11 | #76 |
| 3 | Gemini 3 Flash (Preview) | 5 | #78 |
| 4 | GPT-5.4 Mini | 5 | #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-strict · How It Works · Data refreshed daily, snapshot 2026-10-11.