Hallucination Detection in LLMs Using Spectral Features of Attention Maps

Binkowski, J; Janiak, D; Sawczyn, A; Gabrys, B; Kajdanowicz, TJ

Hallucination Detection in LLMs Using Spectral Features of Attention Maps

Binkowski, J Janiak, D Sawczyn, A Gabrys, B

Kajdanowicz, TJ

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Publisher:: Association for Computational Linguistics (ACL)
Publication Type:: Conference Proceeding
Citation:: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025, pp. 24365-24396
Issue Date:: 2025-01-01

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Field	Value	Language
dc.contributor.author	Binkowski, J
dc.contributor.author	Janiak, D
dc.contributor.author	Sawczyn, A
dc.contributor.author	Gabrys, B https://orcid.org/0000-0002-0790-2846
dc.contributor.author	Kajdanowicz, TJ
dc.date	2025-11
dc.date.accessioned	2026-05-07T02:54:24Z
dc.date.available	2026-05-07T02:54:24Z
dc.date.issued	2025-01-01
dc.identifier.citation	Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025, pp. 24365-24396
dc.identifier.uri	http://hdl.handle.net/10453/194894
dc.language	en
dc.publisher	Association for Computational Linguistics (ACL)
dc.relation.ispartof	Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
dc.relation.ispartof	Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
dc.relation.isbasedon	10.18653/v1/2025.emnlp-main.1239
dc.rights	info:eu-repo/semantics/openAccess
dc.title	Hallucination Detection in LLMs Using Spectral Features of Attention Maps
dc.type	Conference Proceeding
pubs.organisational-group	University of Technology Sydney
pubs.organisational-group	University of Technology Sydney/Faculty of Engineering and Information Technology
pubs.organisational-group	University of Technology Sydney/Faculty of Engineering and Information Technology/School of Computer Science
pubs.organisational-group	University of Technology Sydney/UTS Groups
pubs.organisational-group	University of Technology Sydney/UTS Groups/Centre for Health Technologies (CHT)
pubs.organisational-group	University of Technology Sydney/UTS Groups/Data Science Institute (DSI)
utslib.copyright.status	open_access	*
dc.rights.license	This work is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0). To view a copy of this license, visit https://creativecommons.org/licenses/by/4.0/
dc.date.updated	2026-05-07T02:54:22Z
pubs.finish-date	2025-11
pubs.publication-status	Published
pubs.start-date	2025-11

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http://hdl.handle.net/10453/194894