Jul 2026
PathScale-R1: Cross-scale Reasoning for Pathological Image Analysis
A benchmark and training framework for shortcut-resistant cross-scale pathology reasoning, and an Adversarial Text-only Screening strategy for semantic reasoning questions and a Structure-controlled Distractor Sampling strategy for visual grounding questions, encouraging models to rely on cross-scale visual evidence.
Chi Phan, Tian-Yi Zhang, Yu-Feng Wu et al.
· arXiv.org · 1 citation