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Keys to Robust Edits: from Theoretical Insights to Practical Advances

12 October 2024

Papers citing "Keys to Robust Edits: from Theoretical Insights to Practical Advances"

40 / 40 papers shown

Title
Enhancing Multi-hop Reasoning through Knowledge Erasure in Large Language Model Editing Mengqi Zhang Bowen Fang Qiang Liu Pengjie Ren Shu Wu Zhumin Chen Liang Wang KELM 64 6 0 22 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 116 3 0 14 Aug 2024
Perturbation-Restrained Sequential Model Editing Junjie Ma Hong Wang Haoyang Xu Zhen-Hua Ling Jia-Chen Gu KELM 135 11 0 27 May 2024
Is Bigger Edit Batch Size Always Better? -- An Empirical Study on Model Editing with Llama-3 Junsang Yoon Akshat Gupta Gopala Anumanchipalli 41 9 0 01 May 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 92 66 0 21 Mar 2024
Rebuilding ROME : Resolving Model Collapse during Sequential Model Editing Akshat Gupta Sidharth Baskaran Gopala Anumanchipalli KELM 118 34 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 86 15 0 10 Mar 2024
Potential and Challenges of Model Editing for Social Debiasing Jianhao Yan Futing Wang Yafu Li Yue Zhang KELM 112 9 0 21 Feb 2024
WilKE: Wise-Layer Knowledge Editor for Lifelong Knowledge Editing Chenhui Hu Pengfei Cao Yubo Chen Kang Liu Jun Zhao KELM CLL 68 31 0 16 Feb 2024
The Butterfly Effect of Model Editing: Few Edits Can Trigger Large Language Models Collapse Wanli Yang Fei Sun Xinyu Ma Xun Liu Dawei Yin Xueqi Cheng KELM 24 38 0 15 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 47 15 0 14 Feb 2024
Neighboring Perturbations of Knowledge Editing on Large Language Models Jun-Yu Ma Zhen-Hua Ling Ningyu Zhang Jia-Chen Gu KELM 70 6 0 31 Jan 2024
Propagation and Pitfalls: Reasoning-based Assessment of Knowledge Editing through Counterfactual Tasks Wenyue Hua Jiang Guo Mingwen Dong He Zhu Patrick Ng Zhiguo Wang KELM 119 21 0 31 Jan 2024
Model Editing at Scale leads to Gradual and Catastrophic Forgetting Akshat Gupta Anurag Rao Gopala Anumanchipalli KELM CLL 75 55 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 109 55 0 09 Jan 2024
Massive Editing for Large Language Models via Meta Learning Chenmien Tan Ge Zhang Jie Fu KELM 84 42 0 08 Nov 2023
Unveiling the Pitfalls of Knowledge Editing for Large Language Models Zhoubo Li Ningyu Zhang Yunzhi Yao Meng Wang Xi Chen Huajun Chen KELM 78 36 0 03 Oct 2023
Can Sensitive Information Be Deleted From LLMs? Objectives for Defending Against Extraction Attacks Vaidehi Patil Peter Hase Joey Tianyi Zhou KELM AAML 124 108 0 29 Sep 2023
Cross-Lingual Knowledge Editing in Large Language Models Jiaan Wang Yunlong Liang Zengkui Sun Yu Cao Jiarong Xu Fandong Meng KELM 76 12 0 16 Sep 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 Anh Tuan Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 117 579 0 03 Sep 2023
PMET: Precise Model Editing in a Transformer Xiaopeng Li Shasha Li Shangwen Wang Jing Yang Jun Ma Jie Yu KELM 110 134 0 17 Aug 2023
EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models Peng Wang Ningyu Zhang Bo Tian Zekun Xi Yunzhi Yao ... Shuyang Cheng Kangwei Liu Yuansheng Ni Guozhou Zheng Huajun Chen KELM 67 57 0 14 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 403 12,076 0 18 Jul 2023
MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop Questions Zexuan Zhong Zhengxuan Wu Christopher D. Manning Christopher Potts Danqi Chen KELM 84 217 0 24 May 2023
Editing Large Language Models: Problems, Methods, and Opportunities Yunzhi Yao Peng Wang Bo Tian Shuyang Cheng Zhoubo Li Shumin Deng Huajun Chen Ningyu Zhang KELM 113 311 0 22 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,761 0 15 Mar 2023
Edit at your own risk: evaluating the robustness of edited models to distribution shifts Davis Brown Charles Godfrey Cody Nizinski Jonathan Tu Henry Kvinge KELM 70 8 0 28 Feb 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,472 0 27 Feb 2023
Transformer-Patcher: One Mistake worth One Neuron Zeyu Huang Songlin Yang Xiaofeng Zhang Jie Zhou Wenge Rong Zhang Xiong KELM 97 179 0 24 Jan 2023
Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors Thomas Hartvigsen S. Sankaranarayanan Hamid Palangi Yoon Kim Marzyeh Ghassemi KELM 129 177 0 20 Nov 2022
Mass-Editing Memory in a Transformer Kevin Meng Arnab Sen Sharma A. Andonian Yonatan Belinkov David Bau KELM VLM 149 599 0 13 Oct 2022
Calibrating Factual Knowledge in Pretrained Language Models Qingxiu Dong Damai Dai Yifan Song Jingjing Xu Zhifang Sui Lei Li KELM 294 90 0 07 Oct 2022
Memory-Based Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Christopher D. Manning Chelsea Finn KELM 114 361 0 13 Jun 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 251 1,389 0 10 Feb 2022
Fast Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Chelsea Finn Christopher D. Manning KELM 344 378 0 21 Oct 2021
Knowledge Neurons in Pretrained Transformers Damai Dai Li Dong Y. Hao Zhifang Sui Baobao Chang Furu Wei KELM MU 110 465 0 18 Apr 2021
Editing Factual Knowledge in Language Models Nicola De Cao Wilker Aziz Ivan Titov KELM 127 512 0 16 Apr 2021
Editable Neural Networks A. Sinitsin Vsevolod Plokhotnyuk Dmitriy V. Pyrkin Sergei Popov Artem Babenko KELM 113 182 0 01 Apr 2020
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 805 132,454 0 12 Jun 2017
Pointer Sentinel Mixture Models Stephen Merity Caiming Xiong James Bradbury R. Socher RALM 343 2,900 0 26 Sep 2016