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News/When Calibration Rankings Reverse: Accuracy-Controlled Evaluation for Fair Comparison of LLMs
arxiv
PublishedSeptember 1, 2026 at 4:00 AM

When Calibration Rankings Reverse: Accuracy-Controlled Evaluation for Fair Comparison of LLMs

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arXiv:2606.30814v2 Announce Type: replace Abstract: Calibration evaluates whether a model confidence aligns with its empirical accuracy. Existing studies often compare the calibration of different large language models using global calibration metrics such as Expected Calibration Error and Brier Sco

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