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Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts

International Conference on Learning Representations (ICLR), 2023

22 May 2023

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Papers citing "Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts"

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Title
ConInstruct: Evaluating Large Language Models on Conflict Detection and Resolution in Instructions Xingwei He Qianru Zhang Pengfei Chen Guanhua Chen Linlin Yu Yuan Yuan Siu-Ming Yiu 97 0 0 18 Nov 2025
Interpreting Multi-Attribute Confounding through Numerical Attributes in Large Language Models Hirohane Takagi Gouki Minegishi Shota Kizawa Issey Sukeda Hitomi Yanaka 112 0 0 06 Nov 2025
The Illusion of Certainty: Uncertainty quantification for LLMs fails under ambiguity Tim Tomov Dominik Fuchsgruber Tom Wollschlager Stephan Günnemann 84 0 0 06 Nov 2025
NeuroGenPoisoning: Neuron-Guided Attacks on Retrieval-Augmented Generation of LLM via Genetic Optimization of External Knowledge Hanyu Zhu Lance Fiondella Jiawei Yuan K. Zeng Long Jiao SILM AAML KELM 185 0 0 24 Oct 2025
When Facts Change: Probing LLMs on Evolving Knowledge with evolveQA Nishanth Nakshatri Shamik Roy Manoj Ghuhan Arivazhagan Hanhan Zhou Vinayshekhar Bannihatti Kumar Rashmi Gangadharaiah KELM 164 0 0 22 Oct 2025
That's Deprecated! Understanding, Detecting, and Steering Knowledge Conflicts in Language Models for Code Generation Jaesung Bae Cameron Churchwell Mitchell Hermon Tsun-An Hsieh Jocelyn Xu Yekaterina Yegorova Mark Hasegawa-Johnson Heng Ji 60 0 0 21 Oct 2025
Prior Makes It Possible: From Sublinear Graph Algorithms to LLM Test-Time Methods Avrim Blum Daniel Hsu Cyrus Rashtchian Donya Saless 68 0 0 18 Oct 2025
Probing Latent Knowledge Conflict for Faithful Retrieval-Augmented Generation Linfeng Gao Baolong Bi Zheng Yuan Le Wang Zerui Chen Zhimin Wei Shenghua Liu Qinggang Zhang Jinsong Su RALM 152 0 0 14 Oct 2025
Higher-Order Feature Attribution: Bridging Statistics, Explainable AI, and Topological Signal Processing Kurt Butler Guanchao Feng Petar M. Djurić FAtt 148 0 0 07 Oct 2025
AInstein: Assessing the Feasibility of AI-Generated Approaches to Research Problems Shambhavi Mishra Gaurav Sahu M. Pedersoli Laurent Charlin Jose Dolz Christopher Pal LRM 68 0 0 06 Oct 2025
Evaluation Framework for Highlight Explanations of Context Utilisation in Language Models Jingyi Sun Pepa Atanasova Sagnik Ray Choudhury Sekh Mainul Islam Isabelle Augenstein 134 0 0 03 Oct 2025
Mitigating Modal Imbalance in Multimodal Reasoning Chen Henry Wu Neil Kale Aditi Raghunathan LRM 92 0 0 02 Oct 2025
Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models Sina J. Semnani Jirayu Burapacheep Arpandeep Khatua Thanawan Atchariyachanvanit Zheng Wang M. Lam KELM 84 0 0 27 Sep 2025
LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions Xixun Lin Yucheng Ning Jingwen Zhang Yan Dong Y. Liu ... Bin Wang Yanan Cao Kai-xiang Chen Songlin Hu Li Guo LLMAG LRM 234 4 0 23 Sep 2025
How Persuasive is Your Context? Tu Nguyen Kevin Du Alexander Miserlis Hoyle Ryan Cotterell 76 0 0 22 Sep 2025
REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting Nannan Huang Haytham M. Fayek Xiuzhen Zhang 72 0 0 19 Sep 2025
Context Copying Modulation: The Role of Entropy Neurons in Managing Parametric and Contextual Knowledge Conflicts Zineddine Tighidet Andrea Mogini Hedi Ben-younes Jiali Mei Patrick Gallinari Benjamin Piwowarski 193 2 0 12 Sep 2025
Do LLMs Adhere to Label Definitions? Examining Their Receptivity to External Label Definitions Seyedali Mohammadi Bhaskara Hanuma Vedula Hemank Lamba Edward Raff Ponnurangam Kumaraguru Francis Ferraro Manas Gaur 143 0 0 02 Sep 2025
Continuously Steering LLMs Sensitivity to Contextual Knowledge with Proxy Models Yilin Wang Heng Wang Yuyang Bai Minnan Luo KELM 170 1 0 27 Aug 2025
Understanding and Leveraging the Expert Specialization of Context Faithfulness in Mixture-of-Experts LLMs Jun Bai Minghao Tong Yang Liu Zixia Jia Zilong Zheng MoE 182 2 0 27 Aug 2025
Select to Know: An Internal-External Knowledge Self-Selection Framework for Domain-Specific Question Answering Bolei He Xinran He Run Shao Shanfu Shu Xianwei Xue Mingquan Cheng Haifeng Li Zhenhua Ling RALM LRM 193 1 0 21 Aug 2025
Format as a Prior: Quantifying and Analyzing Bias in LLMs for Heterogeneous Data Jiacheng Liu Mayi Xu Qiankun Pi Wenli Li Ming Zhong Yuanyuan Zhu Mengchi Liu T. Qian 92 0 0 13 Aug 2025
Beyond Chunks and Graphs: Retrieval-Augmented Generation through Triplet-Driven Thinking Shengbo Gong Xianfeng Tang Carl Yang Wei Jin LRM 87 0 0 04 Aug 2025
KCR: Resolving Long-Context Knowledge Conflicts via Reasoning in LLMs Xianda Zheng Zijian Huang Meng-Fen Chiang Michael J. Witbrock Kaiqi Zhao 148 0 0 02 Aug 2025
MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation Jungyeon Lee Kangmin Lee Taeuk Kim 191 0 0 29 Jul 2025
Your AI, Not Your View: The Bias of LLMs in Investment Analysis Hoyoung Lee Junhyuk Seo Suhwan Park Junhyeong Lee Wonbin Ahn Chanyeol Choi Alejandro Lopez-Lira Yongjae Lee AIFin 251 3 0 28 Jul 2025
Exploring the Impact of Instruction-Tuning on LLM's Susceptibility to MisinformationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Kyubeen Han Junseo Jang Hongjin Kim Geunyeong Jeong Harksoo Kim 93 0 0 24 Jul 2025
Steering Information Utility in Key-Value Memory for Language Model Post-Training Chunyuan Deng Ruidi Chang Hanjie Chen LLMSV 278 0 0 07 Jul 2025
Cite Pretrain: Retrieval-Free Knowledge Attribution for Large Language Models Yukun Huang Sanxing Chen Jian Pei Manzil Zaheer Bhuwan Dhingra KELM HILM RALM LRM 319 0 0 21 Jun 2025
Context-Informed Grounding Supervision Hyunji Lee Seunghyun Yoon Yunjae Won Hanseok Oh Geewook Kim Trung H. Bui Franck Dernoncourt Elias Stengel-Eskin Mohit Bansal Minjoon Seo LRM 206 2 0 18 Jun 2025
The Compositional Architecture of Regret in Large Language Models Xiangxiang Cui Shu Yang Tianjin Huang Wanyu Lin Lijie Hu Haiyan Zhao 150 0 0 18 Jun 2025
FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Qinggang Zhang Zhishang Xiang Yilin Xiao Le Wang Junhui Li Xinrun Wang Jinsong Su 161 8 0 10 Jun 2025
Question Answering under Temporal Conflict: Evaluating and Organizing Evolving Knowledge with LLMs Atahan Özer Çağatay Yıldız KELM 158 1 0 08 Jun 2025
When to Trust Context: Self-Reflective Debates for Context Reliability Zeqi Zhou Fang Wu Shayan Talaei Haokai Zhao Cheng Meixin Tinson Xu Amin Saberi Yejin Choi HILM 160 0 0 06 Jun 2025
Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge Yi Sui Chaozhuo Li Chen Zhang D. Song Qiuchi Li 114 1 0 06 Jun 2025
SealQA: Raising the Bar for Reasoning in Search-Augmented Language Models Thinh Pham Nguyen Nguyen Pratibha Zunjare Weiyuan Chen Yu-Min Tseng Tu Vu RALM ReLM ELM ALM LRM 289 15 0 01 Jun 2025
CausalAbstain: Enhancing Multilingual LLMs with Causal Reasoning for Trustworthy AbstentionAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yuxi Sun Aoqi Zuo Wei Gao Jing Ma 208 3 0 31 May 2025
ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation Hao Chen Shi Yu Sen Mei Wanxiang Che Zhenghao Liu ... Yuchun Fan Pengcheng Huang Qiushi Xiong Zhiyuan Liu Maosong Sun LRM 256 0 0 30 May 2025
If Pigs Could Fly... Can LLMs Logically Reason Through Counterfactuals? Ishwar B Balappanawar Vamshi Krishna Bonagiri Anish Joishy Manas Gaur K. Thirunarayan Ponnurangam Kumaraguru ReLM LRM 220 0 0 28 May 2025
Evaluating and Steering Modality Preferences in Multimodal Large Language Model Yu Zhang Jinlong Ma Yongshuai Hou Xuefeng Bai Kehai Chen Yang Xiang Jun Yu Min Zhang 343 6 0 27 May 2025
Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning Shuzheng Si Haozhe Zhao Cheng Gao Yuzhuo Bai Zhitong Wang ... Gang Chen Fanchao Qi Minjia Zhang Baobao Chang Maosong Sun SyDa HILM 227 3 0 22 May 2025
The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval Augmentation Patrick Kahardipraja Reduan Achtibat Thomas Wiegand Wojciech Samek Sebastian Lapuschkin 297 4 0 21 May 2025
SAFE: Improving LLM Systems using Sentence-Level In-generation Attribution João Eduardo Batista Emil Vatai Mohamed Wahib 366 0 0 19 May 2025
GuideBench: Benchmarking Domain-Oriented Guideline Following for LLM AgentsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Lingxiao Diao Xinyue Xu Wanxuan Sun Cheng Yang Zhuosheng Zhang LLMAG ALM ELM 262 3 0 16 May 2025
Towards Contamination Resistant Benchmarks Rahmatullah Musawi Sheng Lu 332 0 0 13 May 2025
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 298 2 0 12 May 2025
HalluLens: LLM Hallucination BenchmarkAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yejin Bang Ziwei Ji Alan Schelten Anthony Hartshorn Tara Fowler Cheng Zhang Nicola Cancedda Pascale Fung HILM 243 37 0 24 Apr 2025
Exploiting Contextual Knowledge in LLMs through V-usable Information based Layer EnhancementAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Xiaowei Yuan Zhao Yang Ziyang Huang Yucheng Wang Siqi Fan Yiming Ju Jun Zhao Kang Liu 149 2 0 22 Apr 2025
Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Robust Response Generation in the Wild Jiatai Wang Zhiwei Xu Di Jin Xuewen Yang Tao Li RALM 251 2 0 17 Apr 2025
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling Hengran Zhang Keping Bi Jiafeng Guo Xiaojie Sun Shihao Liu Daiting Shi Dawei Yin Xueqi Cheng RALM 1.0K 2 0 07 Apr 2025