PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow

In three linesPathoSage is a three-stage framework for multimodal reasoning in computational pathology. It explicitly separates knowledge retrieval, evidence collection, and evidence adjudication via Structured Evidence Deliberation. A training-free Beta-Bernoulli experience system models tool reliability to reduce hallucinations and anchoring bias.

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