most citedSimulate and Eliminate: Revoke Backdoors for Generative Large Language Models

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cs.CL2026

Toward Workflow-Aware Benchmarking for Healthcare NLP Agents

Junyi Yao, Baichuan Li, Zihao Zheng +1

Large language model (LLM) agents are increasingly proposed for healthcare tasks such as clinical documentation, evidence retrieval, patient messaging, and care coordination. Yet m…

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…

cs.CL2026

Remember, Verify, or Ask? Evaluating Memory Decisions at Reuse Time

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

Hy-MT2: A Family of Fast, Efficient and Powerful Multilingual Translation Models in the Wild

Mao Zheng, Zheng Li, Tao Chen +10

Hy-MT2 is a family of fast-thinking multilingual translation models designed for complex real-world scenarios. It includes three model sizes: 1.8B, 7B, and 30B-A3B (MoE), all of wh…

cs.CL2024

KNOWCOMP POKEMON Team at DialAM-2024: A Two-Stage Pipeline for Detecting Relations in Dialogical Argument Mining

Zihao Zheng, Zhaowei Wang, Qing Zong +1

Dialogical Argument Mining(DialAM) is an important branch of Argument Mining(AM). DialAM-2024 is a shared task focusing on dialogical argument mining, which requires us to identify…