AAAI 2026technical0 citations
Mitigating Error Accumulation in Knowledge Editing for Multi-Hop Question Answering
Jiaxin Guo, Hao Sun, Wenhao Zhang, Xuanbo Fan, Yan Zhang
Abstract
Knowledge editing (KE) has emerged as an effective approach for updating factual information in large language models (LLMs) without the need for full retraining. Most of the existing methods for addressing the "ripple effect" in KE adopt a chain-structured reasoning process, making them vulnerable to error accumulation from early incorrect steps. Moreover, their conflict detection mechanisms are often susceptible to the LLM
BibTeX
@inproceedings{aaai2026_mitigatingerrora,
title = {Mitigating Error Accumulation in Knowledge Editing for Multi-Hop Question Answering},
author = {Jiaxin Guo and Hao Sun and Wenhao Zhang and Xuanbo Fan and Yan Zhang},
booktitle = {AAAI 2026},
year = {2026}
}