Work

Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency

Year: 2026

Type: conference-paper

Abstract: Haoming Xu, Ningyuan Zhao, Yunzhi Yao, Weihong Xu, Hongru Wang, Xinle Deng, Shumin Deng, Jeff Z. Pan, Huajun Chen, Ningyu Zhang. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2026.

Source: Proceedings of the conference - Association for Computational Linguistics. Meeting

DOI: 10.18653/v1/2026.acl-long.203

Authors: Haoming Xu, Ningyuan Zhao, Yunzhi Yao, Weihong Xu, Hongru Wang, Xinle Deng, Shumin Deng, Jeff Z. Pan, Huajun Chen, Ningyu Zhang

Institutions: Zhejiang University, University of Edinburgh

Language: English

Topic: Topic Modeling

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: hybrid

Funders: National Natural Science Foundation of China, Zhejiang University, Fundamental Research Funds for the Central Universities

Awards: G2346187315, G3920834232, G4648959265

OpenAlex ID: W7166853936

FWCI: 8.611

Cites:

Cited by: 1

Related to: 10