Towards Objective Fine-tuning: How LLMs' Prior Knowledge Causes Potential Poor Calibration?

Ziming Wang, Zeyu Shi, Haoyi Zhou, Shiqi Gao, Qingyun Sun, Jianxin Li 0002. Towards Objective Fine-tuning: How LLMs' Prior Knowledge Causes Potential Poor Calibration?. In Wanxiang Che, Joyce Nabende, Ekaterina Shutova, Mohammad Taher Pilehvar, editors, Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025. pages 14830-14853, Association for Computational Linguistics, 2025. [doi]

Authors

Ziming Wang

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Zeyu Shi

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Haoyi Zhou

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Shiqi Gao

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Qingyun Sun

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Jianxin Li 0002

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