Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning
Lei Huang, Xiaocheng Feng, Weitao Ma, Yuchun Fan, Xiachong Feng, Yuxuan Gu, Yangfan Ye, Liang Zhao, Weihong Zhong, Baoxin Wang, Dayong Wu, Guoping Hu, Lingpeng Kong, Tong Xiao, Ting Liu, Bing Qin. Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2025.
Authors
- Yuxuan Gu (ORCID: https://orcid.org/0000-0002-5967-7492)
- Lei Huang (ORCID: https://orcid.org/0000-0003-0018-0569)
- Xiachong Feng (ORCID: https://orcid.org/0000-0002-4761-7484)
- Xiaocheng Feng (ORCID: https://orcid.org/0000-0001-6011-0496)
- Weihong Zhong (ORCID: https://orcid.org/0000-0002-5673-2222)
- Zhiyuan Liu (ORCID: https://orcid.org/0000-0002-7709-2543)
- Yong Fan (ORCID: https://orcid.org/0000-0002-1865-4550)
- Liang Zhao (ORCID: https://orcid.org/0000-0002-5522-8630)
- Tong Xiao (ORCID: https://orcid.org/0000-0002-5842-6501)
- Baoxin Wang (ORCID: https://orcid.org/0000-0003-3230-2743)
- Lingpeng Kong (ORCID: https://orcid.org/0000-0002-9407-7193)
- Guoping Hu (ORCID: https://orcid.org/0000-0002-1276-6201)
- Dayong Wu
- Yangfan Ye
- Weitao Ma (ORCID: https://orcid.org/0009-0007-8631-3858)
- Bing Qin (ORCID: https://orcid.org/0009-0001-1429-3348)
Publication Details
- Published
- 2025-01-01
- DOI
- https://doi.org/10.18653/v1/2025.acl-long.1199
- Primary Topic
- Machine Learning in Healthcare
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- Fundamental Research Funds for the Central Universities