Calibrating Uncertainty with Cross-Model Consistency for LLM Hallucination Mitigation

Shu Zhou, Rui Ling, Junan Chen, Tao Fan, Hao Wang 0194. Calibrating Uncertainty with Cross-Model Consistency for LLM Hallucination Mitigation. In Alistair Moffat, Falk Scholer, Hannah Bast, Marc Najork, Min Zhang 0006, editors, Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2026, MelbourneVICAustralia, July 20-24, 2026. pages 4385-4390, ACM, 2026. [doi]

Abstract

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