Evaluating the Ripple Effects of Knowledge Editing in Language Models

24 July 2023

Papers citing "Evaluating the Ripple Effects of Knowledge Editing in Language Models"

50 / 133 papers shown

Title
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 90 8 0 17 Jun 2024
RoseLoRA: Row and Column-wise Sparse Low-rank Adaptation of Pre-trained Language Model for Knowledge Editing and Fine-tuning Haoyu Wang Tianci Liu Ruirui Li Monica Cheng Tuo Zhao Jing Gao 21 6 0 16 Jun 2024
DIEKAE: Difference Injection for Efficient Knowledge Augmentation and Editing of Large Language Models Alessio Galatolo Meriem Beloucif Katie Winkle 20 0 0 15 Jun 2024
MedREQAL: Examining Medical Knowledge Recall of Large Language Models via Question Answering Juraj Vladika Phillip Schneider Florian Matthes 36 1 0 09 Jun 2024
Time Sensitive Knowledge Editing through Efficient Finetuning Xiou Ge Ali Mousavi Edouard Grave Armand Joulin Kun Qian Benjamin Han Mostafa Arefiyan Yunyao Li KELM 28 1 0 06 Jun 2024
LoFiT: Localized Fine-tuning on LLM Representations Fangcong Yin Xi Ye Greg Durrett 20 12 0 03 Jun 2024
Editing the Mind of Giants: An In-Depth Exploration of Pitfalls of Knowledge Editing in Large Language Models Cheng-Hsun Hsueh Paul Kuo-Ming Huang Tzu-Han Lin Che-Wei Liao Hung-Chieh Fang Chao-Wei Huang Yun-Nung Chen KELM 23 2 0 03 Jun 2024
DAFNet: Dynamic Auxiliary Fusion for Sequential Model Editing in Large Language Models Taolin Zhang Qizhou Chen Dongyang Li Chengyu Wang Xiaofeng He Longtao Huang Hui Xue Junyuan Huang CLL KELM 32 0 0 31 May 2024
Knowledge Circuits in Pretrained Transformers Yunzhi Yao Ningyu Zhang Zekun Xi Meng Wang Ziwen Xu Shumin Deng Huajun Chen KELM 53 19 0 28 May 2024
Perturbation-Restrained Sequential Model Editing Junjie Ma Hong Wang Haoyang Xu Zhen-Hua Ling Jia-Chen Gu KELM 45 7 0 27 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
Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning Qizhou Chen Taolin Zhang Xiaofeng He Dongyang Li Chengyu Wang Longtao Huang Hui Xue CLL KELM 28 10 0 06 May 2024
Beyond Relevance: Evaluate and Improve Retrievers on Perspective Awareness Xinran Zhao Tong Chen Sihao Chen Hongming Zhang Tongshuang Wu 21 7 0 04 May 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 26 5 0 28 Apr 2024
TAXI: Evaluating Categorical Knowledge Editing for Language Models Derek Powell Walter Gerych Thomas Hartvigsen KELM 27 7 0 23 Apr 2024
DyKnow:Dynamically Verifying Time-Sensitive Factual Knowledge in LLMs Seyed Mahed Mousavi Simone Alghisi Giuseppe Riccardi KELM 30 5 0 10 Apr 2024
MuLan: A Study of Fact Mutability in Language Models Constanza Fierro Nicolas Garneau Emanuele Bugliarello Yova Kementchedjhieva Anders Søgaard KELM HILM 23 7 0 03 Apr 2024
Multi-hop Question Answering under Temporal Knowledge Editing Keyuan Cheng Gang Lin Haoyang Fei Yuxuan Zhai Lu Yu Muhammad Asif Ali Lijie Hu Di Wang KELM 19 21 0 30 Mar 2024
Dialectical Alignment: Resolving the Tension of 3H and Security Threats of LLMs Shu Yang Jiayuan Su Han Jiang Mengdi Li Keyuan Cheng Muhammad Asif Ali Lijie Hu Di Wang 16 5 0 30 Mar 2024
Is Factuality Decoding a Free Lunch for LLMs? Evaluation on Knowledge Editing Benchmark Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Xueqi Cheng KELM 30 9 0 30 Mar 2024
Detoxifying Large Language Models via Knowledge Editing Meng Wang Ningyu Zhang Ziwen Xu Zekun Xi Shumin Deng Yunzhi Yao Qishen Zhang Linyi Yang Jindong Wang Huajun Chen KELM 38 54 0 21 Mar 2024
A Unified Framework for Model Editing Akshat Gupta Dev Sajnani Gopala Anumanchipalli KELM 70 26 0 21 Mar 2024
Epistemology of Language Models: Do Language Models Have Holistic Knowledge? Minsu Kim James Thorne 14 6 0 19 Mar 2024
The Missing Piece in Model Editing: A Deep Dive into the Hidden Damage Brought By Model Editing Jianchen Wang Zhouhong Gu Xiaoxuan Zhu Lin Zhang Haoning Ye Zhuozhi Xiong Hongwei Feng Yanghua Xiao KELM 24 2 0 12 Mar 2024
VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark Han Huang Haitian Zhong Tao Yu Qiang Liu Shu Wu Liang Wang Tien-Ping Tan VLM KELM 25 8 0 12 Mar 2024
Rebuilding ROME : Resolving Model Collapse during Sequential Model Editing Akshat Gupta Sidharth Baskaran Gopala Anumanchipalli KELM 63 19 0 11 Mar 2024
Editing Conceptual Knowledge for Large Language Models Xiaohan Wang Shengyu Mao Ningyu Zhang Shumin Deng Yunzhi Yao Yue Shen Lei Liang Jinjie Gu Huajun Chen KELM 19 13 0 10 Mar 2024
MP2D: An Automated Topic Shift Dialogue Generation Framework Leveraging Knowledge Graphs Yerin Hwang Yongi-Mi Kim Yunah Jang Jeesoo Bang Hyunkyung Bae Kyomin Jung 27 2 0 09 Mar 2024
RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representations Jing-ling Huang Zhengxuan Wu Christopher Potts Mor Geva Atticus Geiger 53 24 0 27 Feb 2024
Do Large Language Models Latently Perform Multi-Hop Reasoning? Sohee Yang E. Gribovskaya Nora Kassner Mor Geva Sebastian Riedel ReLM LRM 29 75 0 26 Feb 2024
InstructEdit: Instruction-based Knowledge Editing for Large Language Models Ningyu Zhang Bo Tian Siyuan Cheng Xiaozhuan Liang Yi Hu Kouying Xue Yanjie Gou Xi Chen Huajun Chen KELM 40 4 0 25 Feb 2024
Knowledge Graph Enhanced Large Language Model Editing Mengqi Zhang Xiaotian Ye Qiang Liu Pengjie Ren Shu Wu Zhumin Chen KELM 19 15 0 21 Feb 2024
RefuteBench: Evaluating Refuting Instruction-Following for Large Language Models Jianhao Yan Yun Luo Yue Zhang ALM LRM 20 6 0 21 Feb 2024
Event-level Knowledge Editing Hao Peng Xiaozhi Wang Chunyang Li Kaisheng Zeng Jiangshan Duo Yixin Cao Lei Hou Juanzi Li KELM 24 3 0 20 Feb 2024
Stable Knowledge Editing in Large Language Models Zihao Wei Liang Pang Hanxing Ding Jingcheng Deng Huawei Shen Xueqi Cheng KELM 71 9 0 20 Feb 2024
Learning to Edit: Aligning LLMs with Knowledge Editing Yuxin Jiang Yufei Wang Chuhan Wu Wanjun Zhong Xingshan Zeng ... Xin Jiang Lifeng Shang Ruiming Tang Qun Liu Wei Wang KELM 19 19 0 19 Feb 2024
EVEDIT: Event-based Knowledge Editing with Deductive Editing Boundaries Jiateng Liu Pengfei Yu Yuji Zhang Sha Li Zixuan Zhang Heng Ji KELM 11 4 0 17 Feb 2024
Navigating the Dual Facets: A Comprehensive Evaluation of Sequential Memory Editing in Large Language Models Zihao Lin Mohammad Beigi Hongxuan Li Yufan Zhou Yuxiang Zhang Qifan Wang Wenpeng Yin Lifu Huang KELM 11 8 0 16 Feb 2024
Model Editing by Standard Fine-Tuning G. Gangadhar Karl Stratos KELM 25 11 0 16 Feb 2024
Towards Uncovering How Large Language Model Works: An Explainability Perspective Haiyan Zhao Fan Yang Bo Shen Himabindu Lakkaraju Mengnan Du 30 10 0 16 Feb 2024
Long-form evaluation of model editing Domenic Rosati Robie Gonzales Jinkun Chen Xuemin Yu Melis Erkan Yahya Kayani Satya Deepika Chavatapalli Frank Rudzicz Hassan Sajjad KELM 6 10 0 14 Feb 2024
Rethinking Machine Unlearning for Large Language Models Sijia Liu Yuanshun Yao Jinghan Jia Stephen Casper Nathalie Baracaldo ... Hang Li Kush R. Varshney Mohit Bansal Sanmi Koyejo Yang Liu AILaw MU 63 79 0 13 Feb 2024
Neighboring Perturbations of Knowledge Editing on Large Language Models Jun-Yu Ma Zhen-Hua Ling Ningyu Zhang Jia-Chen Gu KELM 13 5 0 31 Jan 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 24 3 0 31 Jan 2024
DeepEdit: Knowledge Editing as Decoding with Constraints Yiwei Wang Muhao Chen Nanyun Peng Kai-Wei Chang KELM 16 26 0 19 Jan 2024
Model Editing at Scale leads to Gradual and Catastrophic Forgetting Akshat Gupta Anurag Rao Gopala Anumanchipalli KELM CLL 12 47 0 15 Jan 2024
Model Editing Harms General Abilities of Large Language Models: Regularization to the Rescue Jia-Chen Gu Haoyang Xu Jun-Yu Ma Pan Lu Zhen-Hua Ling Kai-Wei Chang Nanyun Peng KELM 17 33 0 09 Jan 2024
A Comprehensive Study of Knowledge Editing for Large Language Models Ningyu Zhang Yunzhi Yao Bo Tian Peng Wang Shumin Deng ... Lei Liang Zhiqiang Zhang Xiao-Jun Zhu Jun Zhou Huajun Chen KELM 26 76 0 02 Jan 2024
PokeMQA: Programmable knowledge editing for Multi-hop Question Answering Hengrui Gu Kaixiong Zhou Xiaotian Han Ninghao Liu Ruobing Wang Xin Wang LRM KELM 52 22 0 23 Dec 2023
History Matters: Temporal Knowledge Editing in Large Language Model Xunjian Yin Jin Jiang Liming Yang Xiaojun Wan KELM 4 12 0 09 Dec 2023