Beyond Statistical Divergence: A Hybrid Calibration Framework for Decoupling Hallucination in Large Language Models

Jie Shi 0014, Xiaodong Yue 0002, Wei Liu 0303, Yufei Chen 0002, Feifan Dong, Zihao Li. Beyond Statistical Divergence: A Hybrid Calibration Framework for Decoupling Hallucination in Large Language Models. In Jie Lu 0001, Javier Montero, Yi Zhang 0095, Junyu Xuan, Tianrui Li 0001, Luis Martínez 0001, Etienne E. Kerre, editors, Machine Learning and Knowledge Engineering for Decision Making - The 17th International FLINS Conference on Fuzzy Logic for Intelligent Systems and The 21st International Conference on Intelligent Systems and Knowledge Engineering, FLINS-ISKE 2026, Sydney, NSW, Australia, July 15-19, 2026, Proceedings, Part II. Volume 16753 of Lecture Notes in Computer Science, pages 126-141, Springer, 2026. [doi]

Abstract

Abstract is missing.