Author

Jia-Ming Yang

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#artificial intelligence Review Sep 2026

See, Measure, and Reason: Learning Visually Grounded Reasoning in Pathology

ASECT improves over its backbone on three external pathology benchmarks covering classification and question answering beyond cellular composition tasks, and improves over its backbone on three external pathology benchmarks covering classification and question answering beyond cellular composition tasks.

Cheng-Yang Zhang, Wen-Chuan Zhang, Bo Li et al. · 0 citations

Review Jul 2026

Do Pathology Vision-Language Models Truly See Pathology?

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 evaluations and identify three overlooked issues: 1) Visual evidence is not always necessary. For instance, Gemini-3-Pro achieves 53.5% average...

Chengyang Zhang, Wenchuan Zhang, Bo Li et al. · 2 citations