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cs.CL2026★ 1 cited
Language Shapes Mental Health Evaluations in Large Language Models
Jiayi Xu, Xiyang Hu
Multilingual large language models (LLMs) are increasingly used in socially sensitive mental health contexts, including support chatbots, screening, and content moderation. This ra…
cs.CL2026
Fairness or Fluency? An Investigation into Language Bias of Pairwise LLM-as-a-Judge
Xiaolin Zhou, Zheng Luo, Yicheng Gao +4
Recent advances in Large Language Models (LLMs) have incentivized the development of LLM-as-a-judge, an application of LLMs where they are used as judges to decide the quality of a…
cs.CL2026
Lost in Execution: On the Multilingual Robustness of Tool Calling in Large Language Models
Zheng Luo, T Pranav Kutralingam, Ogochukwu N Okoani +3
Large Language Models (LLMs) are increasingly deployed as agents that invoke external tools through structured function calls. While recent work reports strong tool-calling perform…