Yi Ping

What Language Adds, and at What Cost: Four Controlled Probes of Pathology Vision-Language Models

Vision--language models (VLMs) promise to make computational pathology queryable and able to draft reports, but how much language adds beyond the vision backbone is unclear, because almost every system is evaluated by its developers on test sets of their own choosing. We grade published evidence by how it was produced...