Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts?

22 January 2024

Papers citing "Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts?"

21 / 21 papers shown

Title
SynDec: A Synthesize-then-Decode Approach for Arbitrary Textual Style Transfer via Large Language Models Han Sun Zhen Sun Z. Zhang Linzhao Jia Wei Shao Min Zhang 0 0 0 19 May 2025
RDF-Based Structured Quality Assessment Representation of Multilingual LLM Evaluations Jonas Gwozdz Andreas Both 21 0 0 30 Apr 2025
Conflicts in Texts: Data, Implications and Challenges Siyi Liu Dan Roth 145 0 0 28 Apr 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
Revisiting Robust RAG: Do We Still Need Complex Robust Training in the Era of Powerful LLMs? Hanxing Ding Shuchang Tao Liang Pang Zihao Wei Liwei Chen Kun Xu Huawei Shen Xueqi Cheng 33 0 0 17 Feb 2025
Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-Checking Greta Warren Irina Shklovski Isabelle Augenstein OffRL 78 4 0 13 Feb 2025
Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting Fanpu Cao Shu Yang Zhengjian Chen Ye Liu Laizhong Cui AI4TS 41 0 0 28 Jan 2025
A Reality Check on Context Utilisation for Retrieval-Augmented Generation Lovisa Hagström Sara Vera Marjanović Haeun Yu Arnav Arora Christina Lioma Maria Maistro Pepa Atanasova Isabelle Augenstein 82 0 0 22 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 144 0 0 17 Dec 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 64 0 0 14 Oct 2024
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge Han Wang Archiki Prasad Elias Stengel-Eskin Joey Tianyi Zhou 82 5 0 11 Sep 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 200 94 0 13 Mar 2024
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models W. Yu Hongming Zhang Xiaoman Pan Kaixin Ma Hongwei Wang Dong Yu KELM RALM LRM 70 102 0 15 Nov 2023
On the Risk of Misinformation Pollution with Large Language Models Yikang Pan Liangming Pan Wenhu Chen Preslav Nakov Min-Yen Kan Luu Anh Tuan DeLMO 192 110 0 23 May 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 214 155 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 229 321 0 21 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,124 0 18 Apr 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 213 252 0 04 Jan 2021
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 417 2,588 0 03 Sep 2019