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cs.CV2026
PathoJev: Efficient Pathology Decisions from Shared Visual Context
Chengyang Zhang, Wenchuan Zhang, Bo Li +8
Pathology workflows require multiple visual judgments about the same slide, from identifying tumor type to assessing grade and invasion. Generating and parsing a separate textual r…
cs.CV2026
Do Pathology Vision-Language Models Truly See Pathology?
Chengyang Zhang, Wenchuan Zhang, Bo Li +10
Pathology vision-language models (VLMs) have recently progressed rapidly and are commonly evaluated by answer accuracy on pathology VQA benchmarks. However, we dig into current eva…