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arxiv_llm_reliability ยท Oct 20, 2026 ยท paper
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Beyond Calibration: Temporal LLM Confidence Assessment Across Languages and Local Settings
arxiv.orgOct 20, 2026
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In brief
Large language models are expected to estimate their own uncertainty, with confidence signals used to guide retrieval, adaptive compute allocation, routing, and selective abstention. We investigate whether confidence...
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