How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances

11 October 2023

Zihan Zhang

Meng Fang

Lingxi Chen

Mohammad-Reza Namazi-Rad

Jun Wang

KELM

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Papers citing "How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances"

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Title
Unlocking Pretrained LLMs for Motion-Related Multimodal Generation: A Fine-Tuning Approach to Unify Diffusion and Next-Token Prediction Shinichi Tanaka Zhao Wang Yoichi Kato Jun Ohya DiffM 39 0 0 08 Mar 2025
Knowledge Updating? No More Model Editing! Just Selective Contextual Reasoning Guoxiu He Xin Song Aixin Sun KELM 57 3 0 07 Mar 2025
LLMs as Repositories of Factual Knowledge: Limitations and Solutions Seyed Mahed Mousavi Simone Alghisi Giuseppe Riccardi KELM 47 0 0 22 Jan 2025
Argumentation Computation with Large Language Models : A Benchmark Study Zhaoqun Li Xiaotong Fang Chen Chen Mengze Li Beishui Liao LRM 73 0 0 21 Dec 2024
Model Editing for LLMs4Code: How Far are We? Xiaopeng Li Shangwen Wang Shasha Li Jun Ma Jie Yu Xiaodong Liu Jing Wang Bin Ji Weimin Zhang KELM 39 1 0 11 Nov 2024
ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains Yein Park Chanwoong Yoon Jungwoo Park Donghyeon Lee Minbyul Jeong Jaewoo Kang KELM 45 1 0 13 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 83 1 0 20 Sep 2024
Adversarial Attacks on Data Attribution Xinhe Wang Pingbang Hu Junwei Deng Jiaqi W. Ma TDI 50 0 0 09 Sep 2024
SELF-GUIDE: Better Task-Specific Instruction Following via Self-Synthetic Finetuning Chenyang Zhao Xueying Jia Vijay Viswanathan Tongshuang Wu Graham Neubig SyDa ALM 32 25 0 16 Jul 2024
Do LLMs dream of elephants (when told not to)? Latent concept association and associative memory in transformers Yibo Jiang Goutham Rajendran Pradeep Ravikumar Bryon Aragam CLL KELM 26 6 0 26 Jun 2024
Knowledge Editing in Language Models via Adapted Direct Preference Optimization Amit Rozner Barak Battash Lior Wolf Ofir Lindenbaum KELM 40 8 0 14 Jun 2024
Large Multimodal Agents: A Survey Junlin Xie Zhihong Chen Ruifei Zhang Xiang Wan Guanbin Li LM&Ro LLMAG 37 4 0 23 Feb 2024
Continual Learning for Large Language Models: A Survey Tongtong Wu Linhao Luo Yuan-Fang Li Shirui Pan Thuy-Trang Vu Gholamreza Haffari CLL LRM KELM 21 101 0 02 Feb 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
Large Language Models are Built-in Autoregressive Search Engines Noah Ziems W. Yu Zhihan Zhang Meng-Long Jiang KELM 59 39 0 16 May 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
Dissecting Recall of Factual Associations in Auto-Regressive Language Models Mor Geva Jasmijn Bastings Katja Filippova Amir Globerson KELM 189 260 0 28 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 203 2,232 0 22 Mar 2023
Semiparametric Language Models Are Scalable Continual Learners Guangyue Peng Tao Ge Si-Qing Chen Furu Wei Houfeng Wang KELM 37 10 0 02 Mar 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 138 151 0 31 Dec 2022
You can't pick your neighbors, or can you? When and how to rely on retrieval in the $k$ NN-LM Andrew Drozdov Shufan Wang Razieh Rahimi Andrew McCallum Hamed Zamani Mohit Iyyer RALM 99 17 0 28 Oct 2022
Continual Training of Language Models for Few-Shot Learning Zixuan Ke Haowei Lin Yijia Shao Hu Xu Lei Shu Bin Liu KELM BDL CLL 85 33 0 11 Oct 2022
Calibrating Factual Knowledge in Pretrained Language Models Qingxiu Dong Damai Dai Yifan Song Jingjing Xu Zhifang Sui Lei Li KELM 219 81 0 07 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 2,413 0 06 Oct 2022
Language Anisotropic Cross-Lingual Model Editing Yang Xu Yutai Hou Wanxiang Che Min Zhang KELM 83 24 0 25 May 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 134 116 0 24 May 2022
StreamingQA: A Benchmark for Adaptation to New Knowledge over Time in Question Answering Models Adam Livska Tomávs Kovciský E. Gribovskaya Tayfun Terzi Eren Sezener ... Susannah Young Ellen Gilsenan-McMahon Sophia Austin Phil Blunsom Angeliki Lazaridou KELM 220 89 0 23 May 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 220 204 0 21 Mar 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
Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval Uri Alon Frank F. Xu Junxian He Sudipta Sengupta Dan Roth Graham Neubig RALM 70 62 0 28 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Fast Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Chelsea Finn Christopher D. Manning KELM 219 341 0 21 Oct 2021
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 222 122 0 07 Oct 2021
BeliefBank: Adding Memory to a Pre-Trained Language Model for a Systematic Notion of Belief Nora Kassner Oyvind Tafjord Hinrich Schütze Peter Clark KELM LRM 220 64 0 29 Sep 2021
Efficient Nearest Neighbor Language Models Junxian He Graham Neubig Taylor Berg-Kirkpatrick RALM 188 103 0 09 Sep 2021
Internet-Augmented Dialogue Generation M. Komeili Kurt Shuster Jason Weston RALM 231 278 0 15 Jul 2021
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 236 626 0 21 Apr 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 198 214 0 04 Jan 2021
A Survey on Knowledge Graphs: Representation, Acquisition and Applications Shaoxiong Ji Shirui Pan Erik Cambria Pekka Marttinen Philip S. Yu 166 1,877 0 02 Feb 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 393 2,216 0 03 Sep 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 237 11,568 0 09 Mar 2017