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cs.CL2026
Remember, Verify, or Ask? Cross-Family Evaluation of Memory Commitment in LLM Agents
Baichuan Li, Junyi Yao, Zihao Zheng
Persistent memory can personalize an LLM agent, but an incorrect durable update can silently distort future behavior. We study the memory-clarification boundary: whether interactio…
cs.CL2026
Reliable Financial Named Entity Recognition Under Domain Shift: Confidence Estimation and Selective Prediction
Zihao Zheng, Baichuan Li, Junyi Yao +1
Financial AI systems often train information extractors on one textual register and deploy them across filings, news, and user-generated content, and standard F1 scores do not indi…