What Language Adds, and at What Cost: Four Controlled Probes of Pathology Vision-Language Models
Paper recorded by Signals 4 on 2026-10-19 in cs.CV. Abstract reproduced from arXiv; link to the original below.
Published 2026-10-19 on arXiv · recorded by Signals 4 on 2026-10-20
Category: cs.CV · 计算机视觉 · first seen 2026-10-20
Abstract
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 and test four claims with controlled probes that reuse released checkpoints and
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Cite this page: What Language Adds, and at What Cost: Four Controlled Probes of Pathology Vision-Language Models: the #228 most recent of 756 cs.CV papers we have recorded (as of 2026-10-19). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/what-language-adds-and-at-what-cost-four-controlled-probes-of-pathology-vision-l.html
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