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Nancy F. Chen

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#natural language process... Preprint Oct 2026

Right Answers, Wrong States: Hidden Information Failures in Multi-Agent Collaboration

Multi-agent systems are often judged by whether they reach the correct answer. This can miss a distinct failure: collaboration may leave behind a corrupted information state even when the immediate decision is correct. We call this an off-query failure. To study this failure in collaborative decision support, we introd...

He-Run Wan, Jia-Ying Wu, Min-Nan Luo et al. · 0 citations
Preprint Aug 2026

Beyond Relevance: Bayesian Evidence Acquisition for Agentic Whole-Slide Image Reasoning

Whole-slide image (WSI) reasoning requires an agent to sequentially acquire visual evidence before answering a diagnostic question. Existing training-free agentic frameworks formulate this process as iterative patch retrieval based on semantic relevance to the question. However, semantic relevance does not necessarily...

Bryan Wong, Xun Xu, Hua-Zhu Fu et al. · 1 citation

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