Emptying the Ocean with a Spoon: Should We Edit Models?

18 October 2023

Papers citing "Emptying the Ocean with a Spoon: Should We Edit Models?"

29 / 29 papers shown

Title
Knowledge Updating? No More Model Editing! Just Selective Contextual Reasoning Guoxiu He Xin Song Aixin Sun KELM 49 3 0 07 Mar 2025
Revealing and Mitigating Over-Attention in Knowledge Editing Pinzheng Wang Zecheng Tang Keyan Zhou J. Li Qiaoming Zhu M. Zhang KELM 105 2 0 21 Feb 2025
CoME: An Unlearning-based Approach to Conflict-free Model Editing Dahyun Jung Jaehyung Seo Jaewook Lee Chanjun Park Heuiseok Lim MU KELM 40 0 0 20 Feb 2025
The Knowledge Microscope: Features as Better Analytical Lenses than Neurons Yuheng Chen Pengfei Cao Kang Liu Jun Zhao 40 0 0 18 Feb 2025
Mass-Editing Memory with Attention in Transformers: A cross-lingual exploration of knowledge Daniel Tamayo Aitor Gonzalez-Agirre Javier Hernando Marta Villegas KELM 77 3 0 04 Feb 2025
LLMs as Repositories of Factual Knowledge: Limitations and Solutions Seyed Mahed Mousavi Simone Alghisi Giuseppe Riccardi KELM 45 0 0 22 Jan 2025
KnowPO: Knowledge-aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models Ruizhe Zhang Yongxin Xu Yuzhen Xiao Runchuan Zhu Xinke Jiang Xu Chu Junfeng Zhao Yasha Wang 24 2 0 06 Aug 2024
Fundamental Problems With Model Editing: How Should Rational Belief Revision Work in LLMs? Peter Hase Thomas Hofweber Xiang Zhou Elias Stengel-Eskin Mohit Bansal KELM LRM 18 3 0 27 Jun 2024
Beyond Individual Facts: Investigating Categorical Knowledge Locality of Taxonomy and Meronomy Concepts in GPT Models Christopher Burger Yifan Hu Thai Le KELM 16 0 0 22 Jun 2024
MEMoE: Enhancing Model Editing with Mixture of Experts Adaptors Renzhi Wang Piji Li KELM 19 1 0 29 May 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 21 2 0 28 Apr 2024
TAXI: Evaluating Categorical Knowledge Editing for Language Models Derek Powell Walter Gerych Thomas Hartvigsen KELM 19 7 0 23 Apr 2024
DyKnow:Dynamically Verifying Time-Sensitive Factual Knowledge in LLMs Seyed Mahed Mousavi Simone Alghisi Giuseppe Riccardi KELM 22 5 0 10 Apr 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 33 48 0 21 Mar 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 196 9 0 13 Mar 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 32 1 0 25 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 6 3 0 16 Feb 2024
Building Guardrails for Large Language Models Yizhen Dong Ronghui Mu Gao Jin Yi Qi Jinwei Hu Xingyu Zhao Jie Meng Wenjie Ruan Xiaowei Huang OffRL 49 23 0 02 Feb 2024
Propagation and Pitfalls: Reasoning-based Assessment of Knowledge Editing through Counterfactual Tasks Wenyue Hua Jiang Guo Mingwen Dong He Zhu Patrick K. L. Ng Zhiguo Wang KELM 41 17 0 31 Jan 2024
See the Unseen: Better Context-Consistent Knowledge-Editing by Noises Youcheng Huang Wenqiang Lei Zheng-Wei Zhang Jiancheng Lv Shuicheng Yan KELM 6 6 0 15 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 21 73 0 02 Jan 2024
Trends in Integration of Knowledge and Large Language Models: A Survey and Taxonomy of Methods, Benchmarks, and Applications Zhangyin Feng Weitao Ma Weijiang Yu Lei Huang Haotian Wang Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu KELM 8 34 0 10 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 17 684 0 09 Nov 2023
Knowledge Editing for Large Language Models: A Survey Song Wang Yaochen Zhu Haochen Liu Zaiyi Zheng Chen Chen Jundong Li KELM 66 127 0 24 Oct 2023
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
Training Language Models with Memory Augmentation Zexuan Zhong Tao Lei Danqi Chen RALM 221 126 0 25 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Towards Continual Knowledge Learning of Language Models Joel Jang Seonghyeon Ye Sohee Yang Joongbo Shin Janghoon Han Gyeonghun Kim Stanley Jungkyu Choi Minjoon Seo CLL KELM 216 122 0 07 Oct 2021
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 391 2,216 0 03 Sep 2019