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School of Computer Science and Engineering, and Guangdong Province Key Laboratory of Computational Science, Sun Yat-sen University (yanglei39@mail.sysu.edu.cn
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RouterXBench reveals that current LLM router evaluations are unsystematic, and a new router, ProbeDirichlet, leveraging hidden states, significantly improves routing ability and robustness across diverse LLM scenarios.