Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation

20 July 2023

Papers citing "Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation"

48 / 98 papers shown

Title
Think Twice Before Trusting: Self-Detection for Large Language Models through Comprehensive Answer Reflection Moxin Li Wenjie Wang Fuli Feng Fengbin Zhu Qifan Wang Tat-Seng Chua HILM LRM 25 8 0 15 Mar 2024
Enhancing Trust in Autonomous Agents: An Architecture for Accountability and Explainability through Blockchain and Large Language Models Laura Fernández-Becerra Miguel Ángel González Santamarta Ángel Manuel Guerrero Higueras Francisco J. Rodríguez-Lera Vicente Matellán Olivera 26 0 0 14 Mar 2024
Truth-Aware Context Selection: Mitigating Hallucinations of Large Language Models Being Misled by Untruthful Contexts Tian Yu Shaolei Zhang Yang Feng HILM 26 7 0 12 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Bin Cui 3DV 101 215 0 29 Feb 2024
Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation Shicheng Xu Liang Pang Mo Yu Fandong Meng Huawei Shen Xueqi Cheng Jie Zhou RALM 25 9 0 28 Feb 2024
BASES: Large-scale Web Search User Simulation with Large Language Model based Agents Ruiyang Ren Peng Qiu Yingqi Qu Jing Liu Wayne Xin Zhao Huaqin Wu Ji-Rong Wen Haifeng Wang LLMAG 29 11 0 27 Feb 2024
REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering Yuhao Wang Ruiyang Ren Junyi Li Wayne Xin Zhao Jing Liu Ji-Rong Wen RALM 40 8 0 27 Feb 2024
RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering Zihan Zhang Meng Fang Ling-Hao Chen RALM 54 11 0 26 Feb 2024
Tug-of-War Between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models Zhuoran Jin Pengfei Cao Yubo Chen Kang Liu Xiaojian Jiang Jiexin Xu Qiuxia Li Jun Zhao 190 10 0 22 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 19 7 0 19 Feb 2024
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval Augmentation Shiyu Ni Keping Bi J. Guo Xueqi Cheng RALM 27 26 0 18 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 67 15 0 16 Feb 2024
Lying Blindly: Bypassing ChatGPT's Safeguards to Generate Hard-to-Detect Disinformation Claims at Scale Freddy Heppell M. Bakir Kalina Bontcheva DeLMO 20 1 0 13 Feb 2024
Retrieval-Augmented Thought Process as Sequential Decision Making T. Pouplin Hao Sun Samuel Holt M. Schaar KELM RALM LRM 6 2 0 12 Feb 2024
Leak, Cheat, Repeat: Data Contamination and Evaluation Malpractices in Closed-Source LLMs Simone Balloccu Patrícia Schmidtová Mateusz Lango Ondrej Dusek SILM ELM PILM 16 152 0 06 Feb 2024
Mathemyths: Leveraging Large Language Models to Teach Mathematical Language through Child-AI Co-Creative Storytelling Chao Zhang Xuechen Liu Katherine Ziska Soobin Jeon Chi-Lin Yu Ying Xu 8 34 0 02 Feb 2024
Learning to Trust Your Feelings: Leveraging Self-awareness in LLMs for Hallucination Mitigation Yuxin Liang Zhuoyang Song Hao Wang Jiaxing Zhang HILM 23 28 0 27 Jan 2024
Can AI Assistants Know What They Don't Know? Qinyuan Cheng Tianxiang Sun Xiangyang Liu Wenwei Zhang Zhangyue Yin Shimin Li Linyang Li Zhengfu He Kai Chen Xipeng Qiu 21 23 0 24 Jan 2024
Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts? Hexiang Tan Fei Sun Wanli Yang Yuanzhuo Wang Qi Cao Xueqi Cheng 12 11 0 22 Jan 2024
Small Language Model Can Self-correct Haixia Han Jiaqing Liang Jie Shi Qi He Yanghua Xiao LRM SyDa ReLM KELM 23 11 0 14 Jan 2024
The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models Junyi Li Jie Chen Ruiyang Ren Xiaoxue Cheng Wayne Xin Zhao Jian-Yun Nie Ji-Rong Wen HILM 22 40 0 06 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
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 25 16 0 27 Dec 2023
LLM Factoscope: Uncovering LLMs' Factual Discernment through Inner States Analysis Jinwen He Yujia Gong Kai-xiang Chen Zijin Lin Chengán Wei Yue Zhao 11 3 0 27 Dec 2023
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 50 1,418 1 18 Dec 2023
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 31 47 0 14 Dec 2023
PaperQA: Retrieval-Augmented Generative Agent for Scientific Research Jakub Lála Odhran O'Donoghue Aleksandar Shtedritski Sam Cox Samuel G. Rodriques Andrew D. White RALM 72 69 0 08 Dec 2023
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Zhiyuan Zhao Bin Wang Linke Ouyang Xiao-wen Dong Jiaqi Wang Conghui He MLLM VLM 18 105 0 28 Nov 2023
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi Ren Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 24 36 0 16 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 21 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 31 684 0 09 Nov 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 45 170 0 11 Oct 2023
Can Large Language Models Provide Security & Privacy Advice? Measuring the Ability of LLMs to Refute Misconceptions Yufan Chen Arjun Arunasalam Z. Berkay Celik 16 33 0 03 Oct 2023
LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples Jia-Yu Yao Kun-Peng Ning Zhen-Hui Liu Munan Ning Li Yuan HILM LRM AAML 13 168 0 02 Oct 2023
UPAR: A Kantian-Inspired Prompting Framework for Enhancing Large Language Model Capabilities Hejia Geng Boxun Xu Peng Li ELM LRM ReLM 27 1 0 30 Sep 2023
Benchmarking Large Language Models in Retrieval-Augmented Generation Jiawei Chen Hongyu Lin Xianpei Han Le Sun 3DV RALM 8 255 0 04 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 A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 36 507 0 03 Sep 2023
Explainability for Large Language Models: A Survey Haiyan Zhao Hanjie Chen Fan Yang Ninghao Liu Huiqi Deng Hengyi Cai Shuaiqiang Wang Dawei Yin Mengnan Du LRM 19 324 0 02 Sep 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 21 30 0 14 Aug 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 35 258 0 14 Aug 2023
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng-Long Jiang RALM AIMat 215 318 0 21 Sep 2022
A Survey on Open Information Extraction from Rule-based Model to Large Language Model Pai Liu Wenya Gao Wenjie Dong Lin Ai Wen Dong Songfang Huang Zongsheng Li Ehsan Hoque Julia Hirschberg Yue Zhang 21 2 0 18 Aug 2022
A Thorough Examination on Zero-shot Dense Retrieval Ruiyang Ren Yingqi Qu J. Liu Wayne Xin Zhao Qifei Wu Yuchen Ding Hua-Hong Wu Haifeng Wang Ji-Rong Wen 21 41 0 27 Apr 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
RocketQAv2: A Joint Training Method for Dense Passage Retrieval and Passage Re-ranking Ruiyang Ren Yingqi Qu Jing Liu Wayne Xin Zhao Qiaoqiao She Hua-Hong Wu Haifeng Wang Ji-Rong Wen 121 244 0 14 Oct 2021
PAIR: Leveraging Passage-Centric Similarity Relation for Improving Dense Passage Retrieval Ruiyang Ren Shangwen Lv Yingqi Qu Jing Liu Wayne Xin Zhao Qiaoqiao She Hua-Hong Wu Haifeng Wang Ji-Rong Wen 118 81 0 13 Aug 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 152 326 0 12 Aug 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua-Hong Wu Haifeng Wang RALM OffRL 206 593 0 16 Oct 2020