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"

28 / 78 papers shown

Title
Desiderata for the Context Use of Question Answering Systems Sagi Shaier Lawrence E Hunter K. Wense 28 4 0 31 Jan 2024
Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts? Hexiang Tan Fei Sun Wanli Yang Yuanzhuo Wang Qi Cao Xueqi Cheng 25 11 0 22 Jan 2024
Large Language Models for Social Networks: Applications, Challenges, and Solutions Jingying Zeng Richard Huang Waleed Malik Langxuan Yin Bojan Babic Danny Shacham Xiao Yan Jaewon Yang Qi He 22 7 0 04 Jan 2024
Fine-tuning Language Models for Factuality Katherine Tian Eric Mitchell Huaxiu Yao Christopher D. Manning Chelsea Finn KELM HILM SyDa 17 166 0 14 Nov 2023
Trends in Integration of Knowledge and Large Language Models: A Survey and Taxonomy of Methods, Benchmarks, and Applications Zhangyin Feng Weitao Ma Weijiang Yu Lei Huang Haotian Wang Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu KELM 21 37 0 10 Nov 2023
Personas as a Way to Model Truthfulness in Language Models Nitish Joshi Javier Rando Abulhair Saparov Najoung Kim He He HILM 12 27 0 27 Oct 2023
Merging Generated and Retrieved Knowledge for Open-Domain QA Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Honglak Lee Lu Wang RALM 26 37 0 22 Oct 2023
KGQuiz: Evaluating the Generalization of Encoded Knowledge in Large Language Models Yuyang Bai Shangbin Feng Vidhisha Balachandran Zhaoxuan Tan Shiqi Lou Tianxing He Yulia Tsvetkov ELM 40 2 0 15 Oct 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 182 0 11 Oct 2023
How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances Zihan Zhang Meng Fang Lingxi Chen Mohammad-Reza Namazi-Rad Jun Wang KELM 19 21 0 11 Oct 2023
Towards Optimizing with Large Language Models Pei-Fu Guo Ying-Hsuan Chen Yun-Da Tsai Shou-De Lin 11 31 0 08 Oct 2023
Making Retrieval-Augmented Language Models Robust to Irrelevant Context Ori Yoran Tomer Wolfson Ori Ram Jonathan Berant RALM LRM 19 179 0 02 Oct 2023
Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models Wenxuan Ding Shangbin Feng Yuhan Liu Zhaoxuan Tan Vidhisha Balachandran Tianxing He Yulia Tsvetkov LRM 31 2 0 02 Oct 2023
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
Intuitive or Dependent? Investigating LLMs' Behavior Style to Conflicting Prompts Jiahao Ying Yixin Cao Kai Xiong Yidong He Long Cui Yongbin Liu 31 7 0 29 Sep 2023
Mitigating Temporal Misalignment by Discarding Outdated Facts Michael J.Q. Zhang Eunsol Choi KELM HILM 24 17 0 24 May 2023
Trusting Your Evidence: Hallucinate Less with Context-aware Decoding Weijia Shi Xiaochuang Han M. Lewis Yulia Tsvetkov Luke Zettlemoyer Scott Yih HILM 19 187 0 24 May 2023
A Causal View of Entity Bias in (Large) Language Models Fei Wang Wen-An Mo Yiwei Wang Wenxuan Zhou Muhao Chen 26 12 0 24 May 2023
On the Risk of Misinformation Pollution with Large Language Models Yikang Pan Liangming Pan Wenhu Chen Preslav Nakov Min-Yen Kan W. Wang DeLMO 190 110 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 198 153 0 22 May 2023
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise Giwon Hong Jeonghwan Kim Junmo Kang Sung-Hyon Myaeng Joyce Jiyoung Whang RALM AAML 22 19 0 02 May 2023
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories Alex Troy Mallen Akari Asai Victor Zhong Rajarshi Das Daniel Khashabi Hannaneh Hajishirzi RALM HILM KELM 35 511 0 20 Dec 2022
Defending Against Disinformation Attacks in Open-Domain Question Answering Orion Weller Aleem Khan Nathaniel Weir Dawn J Lawrie Benjamin Van Durme AAML 60 4 0 20 Dec 2022
DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question Answering Ella Neeman Roee Aharoni Or Honovich Leshem Choshen Idan Szpektor Omri Abend KELM CML 18 77 0 10 Nov 2022
Attacking Open-domain Question Answering by Injecting Misinformation Liangming Pan Wenhu Chen Min-Yen Kan W. Wang HILM AAML 193 22 0 15 Oct 2021
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 243 236 0 10 Sep 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 180 251 0 08 Dec 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 410 2,584 0 03 Sep 2019