Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs

Duygu Nur Yaldiz, Yavuz Faruk Bakman, Baturalp Buyukates, Chenyang Tao, Anil Ramakrishna, Dimitrios Dimitriadis, Jieyu Zhao, Salman Avestimehr. Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs. In Luis Chiruzzo, Alan Ritter, Lu Wang, editors, Findings of the Association for Computational Linguistics: NAACL 2025, Albuquerque, New Mexico, USA, April 29 - May 4, 2025. pages 691-713, Association for Computational Linguistics, 2025. [doi]

Abstract

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