Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs

Jie Ma 0001, Ning Qu, Zhitao Gao 0003, Rui Xing, Jun Liu 0002, Hongbin Pei, Jiang Xie 0002, Lingyun Song, Pinghui Wang, Jing Tao, Zhou Su. Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs. In Danielle Belgrave, Cheng Zhang 0005, Laura N. Montoya, Hsuan-Tien Lin, Razvan Pascanu, Piotr Koniusz, Marzyeh Ghassemi, Nancy Chen, Iván Vladimir Meza Ruíz, Arturo Loaiza-Bonilla, editors, Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, NeurIPS 2025, San Diago, CA, USA, December 2-7, 2025 / Mexico City, Mexico, November 30 - December 5, 2025. 2025. [doi]

Abstract

Abstract is missing.