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arxiv_agent_systems_research · Nov 4, 2026 · paper
arxiv.orgNov 4, 2026
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In brief
Large language models (LLMs) are increasingly used as automated judges for evaluating the behavior of chatbots and other AI systems. In deployment, however, their agreement with the intended human evaluation policy may degrade as user interactions and score distributions change.