Memory-Based Model Editing at Scale

13 June 2022

E. Mitchell

Charles Lin

Antoine Bosselut

Christopher D. Manning

Chelsea Finn

KELM

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Papers citing "Memory-Based Model Editing at Scale"

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Title
Unlearning vs. Obfuscation: Are We Truly Removing Knowledge? Guangzhi Sun Potsawee Manakul Xiao Zhan Mark J. F. Gales MU 54 0 0 05 May 2025
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Yiming Du Wenyu Huang Danna Zheng Zhaowei Wang Sébastien Montella Mirella Lapata Kam-Fai Wong Jeff Z. Pan KELM MU 78 2 0 01 May 2025
SetKE: Knowledge Editing for Knowledge Elements Overlap Yifan Wei Xiaoyan Yu Ran Song Hao Peng Angsheng Li KELM 53 0 0 29 Apr 2025
TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining Jeffrey Li Mohammadreza Armandpour Iman Mirzadeh Sachin Mehta Vaishaal Shankar ... Samy Bengio Oncel Tuzel Mehrdad Farajtabar Hadi Pouransari Fartash Faghri CLL KELM 59 0 0 02 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 65 2 0 27 Feb 2025
Societal Alignment Frameworks Can Improve LLM Alignment Karolina Stañczak Nicholas Meade Mehar Bhatia Hattie Zhou Konstantin Böttinger ... Timothy P. Lillicrap Ana Marasović Sylvie Delacroix Gillian K. Hadfield Siva Reddy 101 0 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 129 7 0 21 Feb 2025
Revealing and Mitigating Over-Attention in Knowledge Editing Pinzheng Wang Zecheng Tang Keyan Zhou J. Li Qiaoming Zhu M. Zhang KELM 115 2 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 81 4 0 20 Feb 2025
Reinforced Lifelong Editing for Language Models Zherui Li Houcheng Jiang Hao Chen Baolong Bi Z. Zhou Fei Sun Junfeng Fang X. Wang KELM 51 5 0 09 Feb 2025
AnyEdit: Edit Any Knowledge Encoded in Language Models Houcheng Jiang Junfeng Fang Ningyu Zhang Guojun Ma Mingyang Wan X. Wang Xiangnan He Tat-Seng Chua KELM 49 8 0 08 Feb 2025
LLMs as Repositories of Factual Knowledge: Limitations and Solutions Seyed Mahed Mousavi Simone Alghisi Giuseppe Riccardi KELM 47 0 0 22 Jan 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 49 5 0 19 Jan 2025
Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts Qizhou Chen Chengyu Wang Dakan Wang Taolin Zhang Wangyue Li Xiaofeng He KELM 78 1 0 23 Nov 2024
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs Alireza Rezazadeh Zichao Li Wei Wei Yujia Bao 30 4 0 17 Oct 2024
ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains Yein Park Chanwoong Yoon Jungwoo Park Donghyeon Lee Minbyul Jeong Jaewoo Kang KELM 56 1 0 13 Oct 2024
CollabEdit: Towards Non-destructive Collaborative Knowledge Editing Jiamu Zheng Jinghuai Zhang Tianyu Du Xuhong Zhang Jianwei Yin Tao Lin KELM 27 0 0 12 Oct 2024
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 35 33 0 03 Oct 2024
StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Hongcheng Gao Junfeng Fang Xueqi Cheng KELM 27 8 0 16 Sep 2024
Recent Advances in Attack and Defense Approaches of Large Language Models Jing Cui Yishi Xu Zhewei Huang Shuchang Zhou Jianbin Jiao Junge Zhang PILM AAML 52 1 0 05 Sep 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 44 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 57 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 82 5 0 09 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Mengnan Du Shuaiqiang Wang Dawei Yin Sumi Helal 47 28 0 28 Jun 2024
Language Modeling with Editable External Knowledge Belinda Z. Li Emmy Liu Alexis Ross Abbas Zeitoun Graham Neubig Jacob Andreas KELM 25 4 0 17 Jun 2024
MEMLA: Enhancing Multilingual Knowledge Editing with Neuron-Masked Low-Rank Adaptation Jiakuan Xie Pengfei Cao Yuheng Chen Yubo Chen Kang Liu Jun Zhao KELM 32 3 0 17 Jun 2024
In-Context Editing: Learning Knowledge from Self-Induced Distributions Siyuan Qi Bangcheng Yang Kailin Jiang Xiaobo Wang Jiaqi Li Yifan Zhong Yaodong Yang Zilong Zheng KELM 99 8 0 17 Jun 2024
DIEKAE: Difference Injection for Efficient Knowledge Augmentation and Editing of Large Language Models Alessio Galatolo Meriem Beloucif Katie Winkle 33 0 0 15 Jun 2024
Outdated Issue Aware Decoding for Reasoning Questions on Edited Knowledge Zengkui Sun Yijin Liu Jiaan Wang Fandong Meng Jinan Xu Yufeng Chen Jie Zhou KELM 33 0 0 05 Jun 2024
Safe LoRA: the Silver Lining of Reducing Safety Risks when Fine-tuning Large Language Models Chia-Yi Hsu Yu-Lin Tsai Chih-Hsun Lin Pin-Yu Chen Chia-Mu Yu Chun-ying Huang 44 32 0 27 May 2024
Large Scale Knowledge Washing Yu-Xiang Wang Ruihan Wu Zexue He X. Chen Julian McAuley MU KELM 72 5 0 26 May 2024
Leveraging Logical Rules in Knowledge Editing: A Cherry on the Top Keyuan Cheng Muhammad Asif Ali Shu Yang Gang Lin Yuxuan Zhai Haoyang Fei Ke Xu Lu Yu Lijie Hu Di Wang KELM 32 7 0 24 May 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 60 33 0 23 May 2024
Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts Baolong Bi Shenghua Liu Lingrui Mei Yiwei Wang Pengliang Ji Xueqi Cheng KELM 38 27 0 19 May 2024
MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory Ali Modarressi Abdullatif Köksal Ayyoob Imani Mohsen Fayyaz Hinrich Schütze KELM 104 9 0 17 Apr 2024
"Flex Tape Can't Fix That": Bias and Misinformation in Edited Language Models Karina Halevy Anna Sotnikova Badr AlKhamissi Syrielle Montariol Antoine Bosselut KELM 32 3 0 29 Feb 2024
Corrective Machine Unlearning Shashwat Goel Ameya Prabhu Philip H. S. Torr Ponnurangam Kumaraguru Amartya Sanyal OnRL 38 14 0 21 Feb 2024
MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing Jiaqi Li Miaozeng Du Chuanyi Zhang Yongrui Chen Nan Hu Guilin Qi Haiyun Jiang Siyuan Cheng Bo Tian 18 14 0 18 Feb 2024
Where is the answer? Investigating Positional Bias in Language Model Knowledge Extraction Kuniaki Saito Kihyuk Sohn Chen-Yu Lee Yoshitaka Ushiku 62 2 0 16 Feb 2024
Sowing the Wind, Reaping the Whirlwind: The Impact of Editing Language Models Rima Hazra Sayan Layek Somnath Banerjee Soujanya Poria KELM 26 17 0 19 Jan 2024
MELO: Enhancing Model Editing with Neuron-Indexed Dynamic LoRA Lang Yu Qin Chen Jie Zhou Liang He KELM 13 45 0 19 Dec 2023
Assessing Knowledge Editing in Language Models via Relation Perspective Yifan Wei Xiaoyan Yu Huanhuan Ma Fangyu Lei Yixuan Weng Ran Song Kang Liu KELM 21 15 0 15 Nov 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 41 519 0 03 Sep 2023
Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module Operation Xinshuo Hu Dongfang Li Baotian Hu Zihao Zheng Zhenyu Liu M. Zhang KELM MU 21 26 0 16 Aug 2023
Improving Language Plasticity via Pretraining with Active Forgetting Yihong Chen Kelly Marchisio Roberta Raileanu David Ifeoluwa Adelani Pontus Stenetorp Sebastian Riedel Mikel Artetx KELM AI4CE CLL 23 23 0 03 Jul 2023
Information Association for Language Model Updating by Mitigating LM-Logical Discrepancy Pengfei Yu Heng Ji KELM 31 9 0 29 May 2023
Editable Graph Neural Network for Node Classifications Zirui Liu Zhimeng Jiang Shaochen Zhong Kaixiong Zhou Li Li Rui Chen Soo-Hyun Choi Xia Hu 15 6 0 24 May 2023
The Shaky Foundations of Clinical Foundation Models: A Survey of Large Language Models and Foundation Models for EMRs Michael Wornow Yizhe Xu Rahul Thapa Birju S. Patel E. Steinberg Scott L. Fleming M. Pfeffer Jason Alan Fries N. Shah LM&MA 21 32 0 22 Mar 2023
Does Localization Inform Editing? Surprising Differences in Causality-Based Localization vs. Knowledge Editing in Language Models Peter Hase Mohit Bansal Been Kim Asma Ghandeharioun MILM 29 167 0 10 Jan 2023
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 51 310 0 19 Dec 2022