Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting Evidence

25 October 2022

Papers citing "Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting Evidence"

50 / 78 papers shown

Title
Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models Weiyi Wu Xinwen Xu Chongyang Gao Xingjian Diao Siting Li Lucas A. Salas Jiang Gui 24 0 0 12 May 2025
ConSens: Assessing context grounding in open-book question answering Ivan Vankov Matyo Ivanov Adriana Correia Victor Botev ELM 63 0 0 30 Apr 2025
Conflicts in Texts: Data, Implications and Challenges Siyi Liu Dan Roth 120 0 0 28 Apr 2025
CORG: Generating Answers from Complex, Interrelated Contexts Hyunji Lee Franck Dernoncourt Trung H. Bui Seunghyun Yoon 21 0 0 25 Apr 2025
Retrieval-Augmented Generation with Conflicting Evidence Han Wang Archiki Prasad Elias Stengel-Eskin Mohit Bansal RALM 71 1 0 17 Apr 2025
Harnessing the Unseen: The Hidden Influence of Intrinsic Knowledge in Long-Context Language Models Yu Fu Haz Sameen Shahgir Hui Liu Xianfeng Tang Qi He Yue Dong KELM 44 0 0 11 Apr 2025
Taming Knowledge Conflicts in Language Models Gaotang Li Yuzhong Chen Hanghang Tong KELM 44 0 0 14 Mar 2025
Guiding LLMs to Generate High-Fidelity and High-Quality Counterfactual Explanations for Text Classification Van Bach Nguyen C. Seifert Jorg Schlotterer BDL 63 0 0 06 Mar 2025
Mitigating Bias in RAG: Controlling the Embedder Taeyoun Kim Jacob Mitchell Springer Aditi Raghunathan Maarten Sap 50 1 0 24 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 96 1 0 24 Feb 2025
Quantifying Memorization and Retriever Performance in Retrieval-Augmented Vision-Language Models Peter Carragher Abhinand Jha R Raghav Kathleen M. Carley RALM 75 0 0 20 Feb 2025
SegSub: Evaluating Robustness to Knowledge Conflicts and Hallucinations in Vision-Language Models Peter Carragher Nikitha Rao Abhinand Jha R Raghav Kathleen M. Carley VLM 51 0 0 19 Feb 2025
From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap Gopi Krishnan Rajbahadur G. Oliva Dayi Lin Ahmed E. Hassan 41 1 0 28 Jan 2025
Context-DPO: Aligning Language Models for Context-Faithfulness Baolong Bi Shaohan Huang Y. Wang Tianchi Yang Zihan Zhang ... Furu Wei Weiwei Deng Feng Sun Qi Zhang Shenghua Liu 113 8 0 18 Dec 2024
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 135 0 0 17 Dec 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 24 0 0 22 Oct 2024
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering Yu Zhao Alessio Devoto Giwon Hong Xiaotang Du Aryo Pradipta Gema Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM LLMSV 34 16 0 21 Oct 2024
Efficiently Computing Susceptibility to Context in Language Models Tianyu Liu Kevin Du Mrinmaya Sachan Ryan Cotterell 21 0 0 18 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 42 6 0 17 Oct 2024
Open Domain Question Answering with Conflicting Contexts Siyi Liu Qiang Ning Kishaloy Halder Wei Xiao Zheng Qi ... Yi Zhang Neha Anna John Bonan Min Yassine Benajiba Dan Roth LLMAG 63 2 0 16 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
Insight Over Sight? Exploring the Vision-Knowledge Conflicts in Multimodal LLMs Xiaoyuan Liu Wenxuan Wang Youliang Yuan Jen-tse Huang Qiuzhi Liu Pinjia He Zhaopeng Tu 105 0 0 10 Oct 2024
Deciphering the Interplay of Parametric and Non-parametric Memory in Retrieval-augmented Language Models M. Farahani Richard Johansson RALM 31 2 0 07 Oct 2024
ECon: On the Detection and Resolution of Evidence Conflicts Cheng Jiayang Chunkit Chan Qianqian Zhuang Lin Qiu Tianhang Zhang Tengxiao Liu Yangqiu Song Yue Zhang Pengfei Liu Zheng Zhang 36 1 0 05 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq R. Joty HILM 110 16 0 30 Sep 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
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge Han Wang Archiki Prasad Elias Stengel-Eskin Mohit Bansal 75 5 0 11 Sep 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 44 8 0 26 Aug 2024
Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning Seong-Il Park Seung-Woo Choi Na-Hyun Kim Jay-Yoon Lee RALM AIFin LRM 30 3 0 08 Aug 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
Dissecting Dissonance: Benchmarking Large Multimodal Models Against Self-Contradictory Instructions Jin Gao Lei Gan Yuankai Li Yixin Ye Dequan Wang 29 2 0 02 Aug 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
IRCAN: Mitigating Knowledge Conflicts in LLM Generation via Identifying and Reweighting Context-Aware Neurons Dan Shi Renren Jin Tianhao Shen Weilong Dong Xinwei Wu Deyi Xiong 41 9 0 26 Jun 2024
Language Modeling with Editable External Knowledge Belinda Z. Li Emmy Liu Alexis Ross Abbas Zeitoun Graham Neubig Jacob Andreas KELM 30 4 0 17 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
Enhancing Contextual Understanding in Large Language Models through Contrastive Decoding Zheng Zhao Emilio Monti Jens Lehmann H. Assem 42 22 0 04 May 2024
Studying Large Language Model Behaviors Under Realistic Knowledge Conflicts Evgenii Kortukov Alexander Rubinstein Elisa Nguyen Seong Joon Oh RALM 431 3 2 24 Apr 2024
AmbigDocs: Reasoning across Documents on Different Entities under the Same Name Yoonsang Lee Xi Ye Eunsol Choi 38 5 0 18 Apr 2024
LLMs' Reading Comprehension Is Affected by Parametric Knowledge and Struggles with Hypothetical Statements Victoria Basmov Yoav Goldberg Reut Tsarfaty 38 8 0 09 Apr 2024
Context versus Prior Knowledge in Language Models Kevin Du Vésteinn Snaebjarnarson Niklas Stoehr Jennifer C. White Aaron Schein Ryan Cotterell 43 10 0 06 Apr 2024
Untangle the KNOT: Interweaving Conflicting Knowledge and Reasoning Skills in Large Language Models Yantao Liu Zijun Yao Xin Lv Yuchen Fan S. Cao Jifan Yu Lei Hou Juanzi Li 41 2 0 04 Apr 2024
Dialectical Alignment: Resolving the Tension of 3H and Security Threats of LLMs Shu Yang Jiayuan Su Han Jiang Mengdi Li Keyuan Cheng Muhammad Asif Ali Lijie Hu Di Wang 29 5 0 30 Mar 2024
Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering Kosuke Akimoto Kunihiro Takeoka M. Oyamada 35 1 0 21 Mar 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 198 92 0 13 Mar 2024
Debiasing Multimodal Large Language Models Yi-Fan Zhang Weichen Yu Qingsong Wen Xue Wang Zhang Zhang Liang Wang Rong Jin Tien-Ping Tan 39 4 0 08 Mar 2024
Evaluating Biases in Context-Dependent Health Questions Sharon Levy T. Karver William D. Adler Michelle R. Kaufman Mark Dredze 25 3 0 07 Mar 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 180 34 0 28 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 195 43 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 21 7 0 19 Feb 2024
What Evidence Do Language Models Find Convincing? Alexander Wan Eric Wallace Dan Klein 199 28 0 19 Feb 2024