Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency

Aman Goel, Daniel Schwartz, Yanjun Qi. Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency. In Saloni Potdar, Lina Maria Rojas-Barahona, Sébastien Montella, editors, Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, EMNLP 2025 - Industry Track, Suzhou, China, November 4-9, 2025. pages 1982-1999, Association for Computational Linguistics, 2025. [doi]

Abstract

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