Large Language Models with Controllable Working Memory

9 November 2022

Xin Wang

Papers citing "Large Language Models with Controllable Working Memory"

50 / 129 papers shown

Title
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 161 29 0 19 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 183 10 0 17 Jun 2024
Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning Jiaqi Li Yixuan Tang Yi Yang 151 8 0 14 Jun 2024
VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning Cheng Niu Yang Guan Yuanhao Wu Juno Zhu Juntong Song Randy Zhong Kaihua Zhu Siliang Xu Shizhe Diao Tong Zhang 95 5 0 12 Jun 2024
FragRel: Exploiting Fragment-level Relations in the External Memory of Large Language Models Xihang Yue Linchao Zhu Yi Yang KELM 85 0 0 05 Jun 2024
To Believe or Not to Believe Your LLM Yasin Abbasi-Yadkori Ilja Kuzborskij András György Csaba Szepesvári UQCV 171 62 0 04 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 130 0 0 04 Jun 2024
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training Feiteng Fang Yuelin Bai Shiwen Ni Min Yang Xiaojun Chen Ruifeng Xu AAML RALM 135 40 0 31 May 2024
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models Mingda Li Xinyu Li Yifan Chen Wenfeng Xuan Weinan Zhang RALM 94 2 0 31 May 2024
MEMoE: Enhancing Model Editing with Mixture of Experts Adaptors Renzhi Wang Piji Li KELM 60 6 0 29 May 2024
Evaluating the External and Parametric Knowledge Fusion of Large Language Models Hao Zhang Yuyang Zhang Xiaoguang Li Wenxuan Shi Haonan Xu ... Yasheng Wang Lifeng Shang Qun Liu Yong Liu Ruiming Tang KELM 97 5 0 29 May 2024
Semantic are Beacons: A Semantic Perspective for Unveiling Parameter-Efficient Fine-Tuning in Knowledge Learning Renzhi Wang Piji Li 58 4 0 28 May 2024
WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models Peng Wang Zexi Li Ningyu Zhang Ziwen Xu Yunzhi Yao Yong Jiang Pengjun Xie Fei Huang Huajun Chen KELM CLL 124 34 0 23 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 166 256 0 10 May 2024
Continual Learning of Large Language Models: A Comprehensive Survey Haizhou Shi Zihao Xu Hengyi Wang Weiyi Qin Wenyuan Wang Yibin Wang Zifeng Wang Sayna Ebrahimi Hao Wang CLL KELM LRM 156 88 0 25 Apr 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Pengnian Qi Zhiyu Li 131 10 0 25 Apr 2024
Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variability Jinwei Lu Yuanfeng Song Haodi Zhang Chen Zhang Raymond Chi-Wing Wong OOD 60 0 0 10 Apr 2024
Not All Contexts Are Equal: Teaching LLMs Credibility-aware Generation Ruotong Pan Boxi Cao Hongyu Lin Xianpei Han Jia Zheng Sirui Wang Xunliang Cai Le Sun 97 12 0 10 Apr 2024
LLMs' Reading Comprehension Is Affected by Parametric Knowledge and Struggles with Hypothetical Statements Victoria Basmov Yoav Goldberg Reut Tsarfaty 87 11 0 09 Apr 2024
Context versus Prior Knowledge in Language Models Kevin Du Vésteinn Snaebjarnarson Niklas Stoehr Jennifer C. White Aaron Schein Ryan Cotterell 104 13 0 06 Apr 2024
Empowering Biomedical Discovery with AI Agents Shanghua Gao Ada Fang Yepeng Huang Valentina Giunchiglia Ayush Noori Jonathan Richard Schwarz Yasha Ektefaie Jovana Kondic Marinka Zitnik LLMAG AI4CE 108 98 0 03 Apr 2024
Source-Aware Training Enables Knowledge Attribution in Language Models Muhammad Khalifa David Wadden Emma Strubell Honglak Lee Lu Wang Iz Beltagy Hao Peng HILM 137 14 0 01 Apr 2024
Robust and Scalable Model Editing for Large Language Models Yingfa Chen Zhengyan Zhang Xu Han Chaojun Xiao Zhiyuan Liu Chen Chen Kuai Li Tao Yang Maosong Sun KELM 52 2 0 26 Mar 2024
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art Neeloy Chakraborty Melkior Ornik Katherine Driggs-Campbell LRM 246 12 0 25 Mar 2024
Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering Kosuke Akimoto Kunihiro Takeoka Masafumi Oyamada 73 1 0 21 Mar 2024
BadEdit: Backdooring large language models by model editing Yanzhou Li Tianlin Li Kangjie Chen Jian Zhang Shangqing Liu Wenhan Wang Tianwei Zhang Yang Liu SyDa AAML KELM 119 67 0 20 Mar 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 302 122 0 13 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 104 2 0 12 Mar 2024
Large Language Models and Games: A Survey and Roadmap Roberto Gallotta Graham Todd Marvin Zammit Sam Earle Antonios Liapis Julian Togelius Georgios N. Yannakakis LLMAG LM&MA AI4CE LRM 131 86 0 28 Feb 2024
The First Place Solution of WSDM Cup 2024: Leveraging Large Language Models for Conversational Multi-Doc QA Yiming Li Zhao Zhang 31 1 0 28 Feb 2024
VerifiNER: Verification-augmented NER via Knowledge-grounded Reasoning with Large Language Models Seoyeon Kim Kwangwook Seo Hyungjoo Chae Jinyoung Yeo Dongha Lee 42 5 0 28 Feb 2024
Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models Zhuoran Jin Pengfei Cao Hongbang Yuan Yubo Chen Jiexin Xu Huaijun Li Xiaojian Jiang Kang Liu Jun Zhao 257 48 0 28 Feb 2024
Self-Retrieval: Building an Information Retrieval System with One Large Language Model Qiaoyu Tang Jiawei Chen Bowen Yu Yaojie Lu Cheng Fu ... Fei Huang Xianpei Han Xianpei Han Le Sun Yongbin Li KELM 90 1 0 23 Feb 2024
Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models Jongyoon Song Nohil Park Bongkyu Hwang Jaewoong Yun Seongho Joe Youngjune Gwon Sungroh Yoon KELM HILM 68 1 0 23 Feb 2024
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models Seiji Maekawa Hayate Iso Sairam Gurajada Nikita Bhutani RALM KELM 110 14 0 21 Feb 2024
Discerning and Resolving Knowledge Conflicts through Adaptive Decoding with Contextual Information-Entropy Constraint Xiaowei Yuan Zhao Yang Yequan Wang Shengping Liu Jun Zhao Kang Liu 63 14 0 19 Feb 2024
Retrieve Only When It Needs: Adaptive Retrieval Augmentation for Hallucination Mitigation in Large Language Models Hanxing Ding Liang Pang Zihao Wei Huawei Shen Xueqi Cheng HILM RALM 144 18 0 16 Feb 2024
Grounding Language Model with Chunking-Free In-Context Retrieval Hongjin Qian Zheng Liu Kelong Mao Yujia Zhou Zhicheng Dou 100 20 0 15 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 188 120 0 13 Feb 2024
AI-Augmented Predictions: LLM Assistants Improve Human Forecasting Accuracy P. Schoenegger Peter S. Park Ezra Karger P. Tetlock 106 18 0 12 Feb 2024
Desiderata for the Context Use of Question Answering Systems Sagi Shaier Lawrence E Hunter Katharina von der Wense 123 5 0 31 Jan 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 172 259 0 22 Jan 2024
Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems Tianyu Cui Yanling Wang Chuanpu Fu Yong Xiao Sijia Li ... Junwu Xiong Xinyu Kong ZuJie Wen Ke Xu Qi Li 165 64 0 11 Jan 2024
The Earth is Flat because...: Investigating LLMs' Belief towards Misinformation via Persuasive Conversation Rongwu Xu Brian S. Lin Shujian Yang Tianqi Zhang Weiyan Shi Tianwei Zhang Zhixuan Fang Wei Xu Han Qiu 160 61 0 14 Dec 2023
A Glitch in the Matrix? Locating and Detecting Language Model Grounding with Fakepedia Giovanni Monea Maxime Peyrard Martin Josifoski Vishrav Chaudhary Jason Eisner Emre Kiciman Hamid Palangi Barun Patra Robert West KELM 164 15 0 04 Dec 2023
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi R. Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 137 47 0 16 Nov 2023
PEARL: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers Sheshera Mysore Zhuoran Lu Mengting Wan Longqi Yang Steve Menezes Tina Baghaee Emmanuel Barajas Gonzalez Jennifer Neville Tara Safavi RALM 140 43 0 15 Nov 2023
Forgetting before Learning: Utilizing Parametric Arithmetic for Knowledge Updating in Large Language Models Shiwen Ni Dingwei Chen Chengming Li Xiping Hu Ruifeng Xu Min Yang KELM MoMe 108 8 0 14 Nov 2023
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 80 40 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 142 937 0 09 Nov 2023