Tug-of-War Between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models

22 February 2024

Kang Liu

Jun Zhao

Papers citing "Tug-of-War Between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models"

37 / 37 papers shown

Title
CORG: Generating Answers from Complex, Interrelated Contexts Hyunji Lee Franck Dernoncourt Trung H. Bui Seunghyun Yoon 23 0 0 25 Apr 2025
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation Jiajun Shen Tong Zhou Yubo Chen Delai Qiu Shengping Liu Kang-Jun Liu Jun Zhao HILM RALM 86 0 0 21 Apr 2025
Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Reliable Response Generation in the Wild Jiatai Wang Zhiwei Xu Di Jin Xuewen Yang Tao Li RALM 41 0 0 17 Apr 2025
Retrieval-Augmented Generation with Conflicting Evidence Han Wang Archiki Prasad Elias Stengel-Eskin Joey Tianyi Zhou RALM 76 1 0 17 Apr 2025
Firm or Fickle? Evaluating Large Language Models Consistency in Sequential Interactions Yubo Li Yidi Miao Xueying Ding Ramayya Krishnan R. Padman 37 0 0 28 Mar 2025
Taming Knowledge Conflicts in Language Models Gaotang Li Yuzhong Chen Hanghang Tong KELM 46 1 0 14 Mar 2025
Generate, Discriminate, Evolve: Enhancing Context Faithfulness via Fine-Grained Sentence-Level Self-Evolution K. Li Tianhua Zhang Yunxiang Li Hongyin Luo Abdalla Moustafa Xixin Wu James Glass Helen Meng 61 0 0 03 Mar 2025
Do Retrieval-Augmented Language Models Adapt to Varying User Needs? Peilin Wu Xinlu Zhang Wenhao Yu Xingyu Liu Xinya Du Zhiyu Zoey Chen RALM 48 0 0 27 Feb 2025
PIP-KAG: Mitigating Knowledge Conflicts in Knowledge-Augmented Generation via Parametric Pruning Pengcheng Huang Zhenghao Liu Yukun Yan Xiaoyuan Yi Hao Chen Zhiyuan Liu Maosong Sun Tong Xiao Ge Yu Chenyan Xiong 104 1 0 24 Feb 2025
Reliability Across Parametric and External Knowledge: Understanding Knowledge Handling in LLMs Youna Kim Minjoon Choi Sungmin Cho Hyuhng Joon Kim Sang-goo Lee Taeuk Kim KELM 61 0 0 20 Feb 2025
Enhancing Retrieval-Augmented Generation: A Study of Best Practices Siran Li Linus Stenzel Carsten Eickhoff Seyed Ali Bahrainian RALM 3DV 64 4 0 13 Jan 2025
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models Yanwen Huang Yong Zhang Ning Cheng Zhitao Li Shaojun Wang Jing Xiao 86 0 0 02 Jan 2025
What External Knowledge is Preferred by LLMs? Characterizing and Exploring Chain of Evidence in Imperfect Context Zhiyuan Chang Mingyang Li Xiaojun Jia Junjie Wang Yuekai Huang Qing Wang Yihao Huang Yang Liu 144 0 0 17 Dec 2024
Context Awareness Gate For Retrieval Augmented Generation Mohammad Hassan Heydari Arshia Hemmat Erfan Naman Afsaneh Fatemi RALM 86 2 0 25 Nov 2024
Failure Modes of LLMs for Causal Reasoning on Narratives Khurram Yamin Shantanu Gupta Gaurav R. Ghosal Zachary Chase Lipton Bryan Wilder LRM 34 0 0 31 Oct 2024
Not All Languages are Equal: Insights into Multilingual Retrieval-Augmented Generation Suhang Wu Jialong Tang Baosong Yang Ante Wang Kaidi Jia Jiawei Yu Junfeng Yao Jinsong Su 41 1 0 29 Oct 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards Xinze Li Sen Mei Zhenghao Liu Yukun Yan Shuo Wang ... H. Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 50 7 0 17 Oct 2024
Semantic Image Inversion and Editing using Rectified Stochastic Differential Equations Litu Rout Yujia Chen Nataniel Ruiz C. Caramanis Sanjay Shakkottai Wen-Sheng Chu DiffM 59 23 0 14 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 22 4 0 14 Oct 2024
ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains Yein Park Chanwoong Yoon Jungwoo Park Donghyeon Lee Minbyul Jeong Jaewoo Kang KELM 58 1 0 13 Oct 2024
Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models Fei Wang Xingchen Wan Ruoxi Sun Jiefeng Chen Sercan Ö. Arık RALM 34 7 0 09 Oct 2024
Investigating Context-Faithfulness in Large Language Models: The Roles of Memory Strength and Evidence Style Yuepei Li Kang Zhou Qiao Qiao Bach Nguyen Qing Wang Qi Li HILM RALM 29 2 0 17 Sep 2024
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 37 2 0 06 Aug 2024
Knowledge Mechanisms in Large Language Models: A Survey and Perspective Meng Wang Yunzhi Yao Ziwen Xu Shuofei Qiao Shumin Deng ... Yong-jia Jiang Pengjun Xie Fei Huang Huajun Chen Ningyu Zhang 52 28 0 22 Jul 2024
Faux Polyglot: A Study on Information Disparity in Multilingual Large Language Models Nikhil Sharma Kenton Murray Ziang Xiao 50 1 0 07 Jul 2024
WikiContradict: A Benchmark for Evaluating LLMs on Real-World Knowledge Conflicts from Wikipedia Yufang Hou Alessandra Pascale Javier Carnerero-Cano T. Tchrakian Radu Marinescu Elizabeth M. Daly Inkit Padhi P. Sattigeri 41 6 0 19 Jun 2024
CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG Boyi Deng Wenjie Wang Fengbin Zhu Qifan Wang Fuli Feng 35 4 0 17 Jun 2024
LLMs' Reading Comprehension Is Affected by Parametric Knowledge and Struggles with Hypothetical Statements Victoria Basmov Yoav Goldberg Reut Tsarfaty 46 8 0 09 Apr 2024
Towards a Robust Retrieval-Based Summarization System Shengjie Liu Jing Wu Jingyuan Bao Wenyi Wang N. Hovakimyan Christopher G. Healey RALM 25 9 0 29 Mar 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 198 94 0 13 Mar 2024
Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning Jiachun Li Pengfei Cao Chenhao Wang Zhuoran Jin Yubo Chen Daojian Zeng Kang Liu Jun Zhao LRM 43 8 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 183 36 0 28 Feb 2024
Resolving Knowledge Conflicts in Large Language Models Yike Wang Shangbin Feng Heng Wang Weijia Shi Vidhisha Balachandran Tianxing He Yulia Tsvetkov 48 12 0 02 Oct 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 57 284 0 14 Aug 2023
Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts Jian Xie Kai Zhang Jiangjie Chen Renze Lou Yu-Chuan Su RALM 209 155 0 22 May 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 Jiang RALM AIMat 226 321 0 21 Sep 2022
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 245 237 0 10 Sep 2021