Reducing hallucinations of large language models via hierarchical semantic piece

Reducing hallucinations of large language models via hierarchical semantic piece

Abstract With the widespread application of large language models (LLMs) in natural language processing (NLP), hallucinations have become a significant impediment to their effective use of LLMs in industry applications. To address this challenge, we integrate existing hallucination detection and mit...

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Bibliographic Details
Main Authors: Yanyi Liu, Qingwen Yang, Jiawei Tang, Tiezheng Guo, Chen Wang, Pan Li, Sai Xu, Xianlin Gao, Zhi Li, Jun Liu, Yingyou Wen
Format: Article
Language:English
Published: Springer 2025-04-01
Series:Complex & Intelligent Systems
Subjects:
Large language models
Hallucination detection
Hallucination mitigation
Industry applications
Online Access:https://doi.org/10.1007/s40747-025-01833-9
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https://doi.org/10.1007/s40747-025-01833-9

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