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"

50 / 98 papers shown

Title
AI Awareness X. Li Haoyuan Shi Rongwu Xu Wei Xu 54 0 0 25 Apr 2025
Exploiting Contextual Knowledge in LLMs through V-usable Information based Layer Enhancement Xiaowei Yuan Zhao Yang Ziyang Huang Y. Wang Siqi Fan Yiming Ju Jun Zhao Kang-Jun Liu 22 0 0 22 Apr 2025
Why and How LLMs Hallucinate: Connecting the Dots with Subsequence Associations Yiyou Sun Y. Gai Lijie Chen Abhilasha Ravichander Yejin Choi D. Song HILM 52 0 0 17 Apr 2025
PathGPT: Leveraging Large Language Models for Personalized Route Generation Steeve Cuthbert Marcelyn Yucen Gao Yuzhe Zhang Xiaofeng Gao Guihai Chen 25 0 0 08 Apr 2025
Large Language Models Are Better Logical Fallacy Reasoners with Counterargument, Explanation, and Goal-Aware Prompt Formulation Jiwon Jeong Hyeju Jang Hogun Park ReLM LRM 46 0 0 30 Mar 2025
Empowering GraphRAG with Knowledge Filtering and Integration Kai Guo Harry Shomer Shenglai Zeng Haoyu Han Yu Wang Jiliang Tang 52 0 0 18 Mar 2025
Line of Duty: Evaluating LLM Self-Knowledge via Consistency in Feasibility Boundaries Sahil Kale Vijaykant Nadadur 40 0 0 14 Mar 2025
Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based Inference Zhuo Chen Xinyu Wang Yong-feng Jiang Zhen Zhang Xinyu Geng Pengjun Xie Fei Huang Kewei Tu 98 0 0 25 Feb 2025
SMART: Self-Aware Agent for Tool Overuse Mitigation Cheng Qian Emre Can Acikgoz H. Wang X. Chen Avirup Sil Dilek Hakkani-Tür Gökhan Tür Heng Ji LLMAG KELM LRM 60 4 0 17 Feb 2025
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge Jie He Nan Hu Wanqiu Long Jiaoyan Chen Jeff Z. Pan ELM LRM 92 6 0 22 Dec 2024
UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Boyang Xue Fei Mi Qi Zhu Hongru Wang Rui Wang Sheng Wang Erxin Yu Xuming Hu Kam-Fai Wong HILM 69 0 0 16 Dec 2024
Simulating Tabular Datasets through LLMs to Rapidly Explore Hypotheses about Real-World Entities Miguel Zabaleta Joel Lehman 59 0 0 27 Nov 2024
Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective Shenglai Zeng Jiankun Zhang Bingheng Li Yuping Lin Tianqi Zheng ... Hui Liu Hui Liu Yue Xing Monica Xiao Cheng Jiliang Tang RALM 66 0 0 21 Nov 2024
Epistemic Integrity in Large Language Models Bijean Ghafouri Shahrad Mohammadzadeh James Zhou Pratheeksha Nair Jacob-Junqi Tian Mayank Goel Reihaneh Rabbany Jean-Francois Godbout Kellin Pelrine HILM 24 0 0 10 Nov 2024
Exploring Knowledge Boundaries in Large Language Models for Retrieval Judgment Zhen Zhang Xinyu Wang Yong-feng Jiang Zhuo Chen Feiteng Mu Mengting Hu Pengjun Xie Fei Huang KELM 45 2 0 09 Nov 2024
Distinguishing Ignorance from Error in LLM Hallucinations Adi Simhi Jonathan Herzig Idan Szpektor Yonatan Belinkov HILM 53 2 0 29 Oct 2024
Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning Zongmeng Zhang Yufeng Shi Jinhua Zhu Wengang Zhou Xiang Qi Peng Zhang H. Li RALM HILM 16 0 0 22 Oct 2024
Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs Xin Zhou Ping Nie Yiwen Guo Haojie Wei Zhanqiu Zhang Pasquale Minervini Ruotian Ma Tao Gui Qi Zhang Xuanjing Huang MoE 35 0 0 20 Oct 2024
Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning Yongxin Xu Ruizhe Zhang Xinke Jiang Yujie Feng Yuzhen Xiao Xinyu Ma Runchuan Zhu Xu Chu Junfeng Zhao Yasha Wang KELM 20 4 0 14 Oct 2024
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation Guanting Dong Xiaoshuai Song Y. X. Zhu Runqi Qiao Zhicheng Dou Ji-Rong Wen 3DV 40 4 0 12 Oct 2024
Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation Zhuohang Li Jiaxin Zhang Chao Yan Kamalika Das Sricharan Kumar Murat Kantarcioglu Bradley Malin RALM 16 1 0 10 Oct 2024
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning Ruosen Li Ziming Luo Xinya Du LRM 20 0 0 08 Oct 2024
Retrieving, Rethinking and Revising: The Chain-of-Verification Can Improve Retrieval Augmented Generation Bolei He Nuo Chen Xinran He Lingyong Yan Zhenkai Wei Jinchang Luo Zhen-Hua Ling RALM LRM 18 1 0 08 Oct 2024
MSI-Agent: Incorporating Multi-Scale Insight into Embodied Agents for Superior Planning and Decision-Making Dayuan Fu Biqing Qi Yihuai Gao Che Jiang Guanting Dong Bowen Zhou LLMAG 21 0 0 25 Sep 2024
Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting Framework Lu Chen Ruqing Zhang Jiafeng Guo Yixing Fan Xueqi Cheng 21 2 0 24 Sep 2024
Retrieval-Augmented Generation for Natural Language Processing: A Survey Shangyu Wu Ying Xiong Yufei Cui Haolun Wu Can Chen ... Lianming Huang Xue Liu Tei-Wei Kuo Nan Guan C. Xue 3DV RALM 27 25 0 18 Jul 2024
Knowledge Overshadowing Causes Amalgamated Hallucination in Large Language Models Yuji Zhang Sha Li Jiateng Liu Pengfei Yu Yi Ren Fung Jing Li Manling Li Heng Ji 29 8 0 10 Jul 2024
What Affects the Stability of Tool Learning? An Empirical Study on the Robustness of Tool Learning Frameworks Chengrui Huang Zhengliang Shi Yuntao Wen Xiuying Chen Peng Han Shen Gao Shuo Shang 23 1 0 03 Jul 2024
Advancing Process Verification for Large Language Models via Tree-Based Preference Learning Mingqian He Yongliang Shen Wenqi Zhang Zeqi Tan Weiming Lu LRM 35 5 0 29 Jun 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation Guanting Dong Yutao Zhu Chenghao Zhang Zechen Wang Zhicheng Dou Ji-Rong Wen RALM 42 3 0 26 Jun 2024
Assessing "Implicit" Retrieval Robustness of Large Language Models Xiaoyu Shen Rexhina Blloshmi Dawei Zhu Jiahuan Pei Wei Zhang RALM KELM 30 0 0 26 Jun 2024
UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-world Document Analysis Yulong Hui Yao Lu Huanchen Zhang RALM 33 9 0 21 Jun 2024
Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering Zhengliang Shi Shuo Zhang Weiwei Sun Shen Gao Pengjie Ren Zhumin Chen Zhaochun Ren RALM 27 28 0 21 Jun 2024
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation Jirui Qi Gabriele Sarti Raquel Fernández Arianna Bisazza RALM 34 1 0 19 Jun 2024
From RAGs to rich parameters: Probing how language models utilize external knowledge over parametric information for factual queries Hitesh Wadhwa Rahul Seetharaman Somyaa Aggarwal Reshmi Ghosh Samyadeep Basu Soundararajan Srinivasan Wenlong Zhao Shreyas Chaudhari Ehsan Aghazadeh RALM 19 6 0 18 Jun 2024
Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals Lida Chen Zujie Liang Xintao Wang Jiaqing Liang Yanghua Xiao Feng Wei Jinglei Chen Zhenghong Hao Bing Han Wei Wang 39 7 0 16 Jun 2024
SparseCL: Sparse Contrastive Learning for Contradiction Retrieval Haike Xu Zongyu Lin Yizhou Sun Kai-Wei Chang Piotr Indyk 31 0 0 15 Jun 2024
Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning Jiaqi Li Yixuan Tang Yi Yang 29 5 0 14 Jun 2024
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering Zijian Hei Weiling Liu Wenjie Ou Juyi Qiao Junming Jiao Guowen Song Ting Tian Yi Lin RALM 31 5 0 11 Jun 2024
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented Generation Shuting Wang Jiongnan Liu Shiren Song Jiehan Cheng Yuqi Fu Peidong Guo Kun Fang Yutao Zhu Zhicheng Dou RALM 21 8 0 09 Jun 2024
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models Mingda Li Xinyu Li Yifan Chen Wenfeng Xuan Weinan Zhang RALM 29 2 0 31 May 2024
ANAH: Analytical Annotation of Hallucinations in Large Language Models Ziwei Ji Yuzhe Gu Wenwei Zhang Chengqi Lyu Dahua Lin Kai-xiang Chen HILM 38 2 0 30 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-jin Liu Ruiming Tang KELM 30 4 0 29 May 2024
CtrlA: Adaptive Retrieval-Augmented Generation via Probe-Guided Control Huanshuo Liu Hao Zhang Zhijiang Guo Kuicai Dong Xiangyang Li Yi Quan Lee Cong Zhang Yong-jin Liu 3DV 23 6 0 29 May 2024
Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering Zhihua Wen Zhiliang Tian Z. Jian Zhen Huang Pei Ke Yifu Gao Minlie Huang Dongsheng Li 25 7 0 23 May 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 Simin Niu Zhiyu Li 62 7 0 25 Apr 2024
Enhancing Confidence Expression in Large Language Models Through Learning from Past Experience Haixia Han Tingyun Li Shisong Chen Jie Shi Chengyu Du Yanghua Xiao Jiaqing Liang Xin Lin 38 6 0 16 Apr 2024
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs Xiaoze Liu Feijie Wu Tianyang Xu Zhuo Chen Yichi Zhang Xiaoqian Wang Jing Gao HILM 33 8 0 01 Apr 2024
Boosting Conversational Question Answering with Fine-Grained Retrieval-Augmentation and Self-Check Linhao Ye Zhikai Lei Jia-Peng Yin Qin Chen Jie Zhou Liang He 3DV RALM 21 14 0 27 Mar 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 18 2 0 26 Mar 2024