Editing Large Language Models: Problems, Methods, and Opportunities

22 May 2023

Peng Wang

Shumin Deng

Huajun Chen

Ningyu Zhang

KELM

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Papers citing "Editing Large Language Models: Problems, Methods, and Opportunities"

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Title
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey Da Zheng Lun Du Junwei Su Yuchen Tian Yuqi Zhu Jintian Zhang Lanning Wei Ningyu Zhang H. Chen LRM 33 0 0 06 May 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang LRM 36 0 0 25 Apr 2025
MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge Yuntao Du Kailin Jiang Zhi Gao Chenrui Shi Zilong Zheng Siyuan Qi Qing Li KELM 51 2 0 27 Feb 2025
BMIKE-53: Investigating Cross-Lingual Knowledge Editing with In-Context Learning Ercong Nie Bo Shao Zifeng Ding Mingyang Wang Helmut Schmid Hinrich Schütze KELM 121 7 0 21 Feb 2025
MLaKE: Multilingual Knowledge Editing Benchmark for Large Language Models Zihao Wei Jingcheng Deng Liang Pang Hanxing Ding Huawei Shen Xueqi Cheng KELM 65 4 0 20 Feb 2025
The Knowledge Microscope: Features as Better Analytical Lenses than Neurons Yuheng Chen Pengfei Cao Kang Liu Jun Zhao 38 0 0 18 Feb 2025
Enhancing Semantic Consistency of Large Language Models through Model Editing: An Interpretability-Oriented Approach J. Yang Dapeng Chen Yajing Sun Rongjun Li Zhiyong Feng Wei Peng 35 5 0 19 Jan 2025
AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models Junfeng Fang Houcheng Jiang Kun Wang Yunshan Ma Shi Jie Xiangnan He Tat-Seng Chua Tat-seng Chua KELM 27 32 0 03 Oct 2024
House of Cards: Massive Weights in LLMs Jaehoon Oh Seungjun Shin Dokwan Oh 26 1 0 02 Oct 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 69 1 0 20 Sep 2024
Relation Also Knows: Rethinking the Recall and Editing of Factual Associations in Auto-Regressive Transformer Language Models Xiyu Liu Zhengxiao Liu Naibin Gu Zheng-Shen Lin Wanli Ma Ji Xiang Weiping Wang KELM 31 0 0 27 Aug 2024
Attribution Analysis Meets Model Editing: Advancing Knowledge Correction in Vision Language Models with VisEdit Qizhou Chen Taolin Zhang Chengyu Wang Xiaofeng He Dakan Wang Tingting Liu KELM 34 2 0 19 Aug 2024
Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models Chenhui Hu Pengfei Cao Yubo Chen Kang Liu Jun Zhao KELM 39 2 0 14 Aug 2024
Composable Interventions for Language Models Arinbjorn Kolbeinsson Kyle O'Brien Tianjin Huang Shanghua Gao Shiwei Liu ... Anurag J. Vaidya Faisal Mahmood Marinka Zitnik Tianlong Chen Thomas Hartvigsen KELM MU 60 5 0 09 Jul 2024
Breaking Boundaries: Investigating the Effects of Model Editing on Cross-linguistic Performance Somnath Banerjee Avik Halder Rajarshi Mandal Sayan Layek Ian Soboroff Rima Hazra Animesh Mukherjee 44 0 0 17 Jun 2024
Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-Teaching Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Yipeng Zhang Haitao Mi H. Meng CLL KELM 57 5 0 10 Jun 2024
Knowledge Circuits in Pretrained Transformers Yunzhi Yao Ningyu Zhang Zekun Xi Meng Wang Ziwen Xu Shumin Deng Huajun Chen KELM 45 19 0 28 May 2024
Large Scale Knowledge Washing Yu-Xiang Wang Ruihan Wu Zexue He X. Chen Julian McAuley MU KELM 28 4 0 26 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 49 36 0 23 Apr 2024
MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory Ali Modarressi Abdullatif Köksal Ayyoob Imani Mohsen Fayyaz Hinrich Schütze KELM 91 9 0 17 Apr 2024
AdapterSwap: Continuous Training of LLMs with Data Removal and Access-Control Guarantees William Fleshman Aleem Khan Marc Marone Benjamin Van Durme CLL KELM 29 3 0 12 Apr 2024
SWEA: Updating Factual Knowledge in Large Language Models via Subject Word Embedding Altering Xiaopeng Li Shasha Li Shezheng Song Huijun Liu Bing Ji ... Jun Ma Jie Yu Xiaodong Liu Jing Wang Weimin Zhang KELM 16 3 0 31 Jan 2024
Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge Yasumasa Onoe Michael J.Q. Zhang Shankar Padmanabhan Greg Durrett Eunsol Choi KELM 201 73 0 02 May 2023
Calibrating Factual Knowledge in Pretrained Language Models Qingxiu Dong Damai Dai Yifan Song Jingjing Xu Zhifang Sui Lei Li KELM 213 81 0 07 Oct 2022
Language Anisotropic Cross-Lingual Model Editing Yang Xu Yutai Hou Wanxiang Che Min Zhang KELM 70 24 0 25 May 2022
Fast Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Chelsea Finn Christopher D. Manning KELM 217 254 0 21 Oct 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 261 1,386 0 14 Dec 2020