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Linhan Luo

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SupportCal: Label-Free Calibration of Post-Trained LLMs via Reference Support and Corroboration

Linhan Luo, Lequan Lin, Dai Shi وآخرون · 2026

Post-training often improves task performance but can degrade confidence calibration, leaving post-trained language models (PoLMs) more overconfident than their corresponding pretrained language models (PLMs). Because task-specific labeled calibration data can be costly or unavailable, the corresponding PLM provides a …

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