Papers citing 'How Context Affects Language Models' Factual Predictions'

Title
When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR Dayoon Ko Jinyoung Kim Sohyeon Kim Jinhyuk Kim Jaehoon Lee Seonghak Song Minyoung Lee Gunhee Kim 128 1 0 02 Jun 2025
Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs Ziling Cheng Meng Cao Marc-Antoine Rondeau Jackie Chi Kit Cheung LRM 130 1 0 28 May 2025
RelationalFactQA: A Benchmark for Evaluating Tabular Fact Retrieval from Large Language Models Dario Satriani Enzo Veltri Donatello Santoro Paolo Papotti LMTD HILM 98 0 0 27 May 2025
Augmenting LLM Reasoning with Dynamic Notes Writing for Complex QA Rishabh Maheshwary Masoud Hashemi Khyati Mahajan Shiva Krishna Reddy Malay Sai Rajeswar Sathwik Tejaswi Madhusudhan Spandana Gella Vikas Yadav RALM 101 0 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 193 0 0 21 May 2025
Effective and Transparent RAG: Adaptive-Reward Reinforcement Learning for Decision Traceability Jingyi Ren Yekun Xu Xiaolong Wang Weitao Li Weizhi Ma Yang Liu RALM 130 1 0 19 May 2025
Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-Practicing Diji Yang Linda Zeng Jinmeng Rao Yize Zhang 122 3 0 05 May 2025
Reasoning Capabilities and Invariability of Large Language Models Alessandro Raganato Rafael Peñaloza Marco Viviani G. Pasi ReLM LRM 177 0 0 01 May 2025
ConceptFormer: Towards Efficient Use of Knowledge-Graph Embeddings in Large Language Models Joel Barmettler Abraham Bernstein Luca Rossetto KELM 3DV 87 1 0 10 Apr 2025
Utility-Focused LLM Annotation for Retrieval and Retrieval-Augmented Generation Hengran Zhang Minghao Tang Keping Bi Jiafeng Guo Shihao Liu Daiting Shi Dawei Yin Xueqi Cheng 117 1 0 07 Apr 2025
Resolving UnderEdit & OverEdit with Iterative & Neighbor-Assisted Model Editing Bhiman Kumar Baghel Scott M. Jordan Zheyuan Ryan Shi Xiang Lorraine Li KELM 150 0 0 14 Mar 2025
Abstraction Alignment: Comparing Model-Learned and Human-Encoded Conceptual Relationships Angie Boggust Hyemin Bang Hendrik Strobelt Arvindmani Satyanarayan 148 1 0 17 Feb 2025
Context-DPO: Aligning Language Models for Context-Faithfulness Baolong Bi Shaohan Huang Longji Xu Tianchi Yang Zihan Zhang ... Furu Wei Weiwei Deng Feng Sun Qi Zhang Shenghua Liu 187 24 0 18 Dec 2024
Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems Rafael Teixeira de Lima Shubham Gupta Cesar Berrospi Lokesh Mishra Michele Dolfi Peter W. J. Staar Panagiotis Vagenas 158 6 0 29 Nov 2024
Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations Leonardo Ranaldi Marco Valentino André Freitas RALM LRM 123 5 0 30 Oct 2024
Exploring Prompt Engineering: A Systematic Review with SWOT Analysis Aditi Singh Abul Ehtesham Gaurav Kumar Gupta Nikhil Kumar Chatta Saket Kumar T. T. Khoei 118 5 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 123 2 0 17 Sep 2024
StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Hongcheng Gao Junfeng Fang Xueqi Cheng KELM 83 10 0 16 Sep 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Yujia Zhou Yan Liu Xiaoxi Li Jiajie Jin Hongjin Qian Zheng Liu Chaozhuo Li Zhicheng Dou Tsung-Yi Ho Philip S. Yu 3DV RALM 146 53 0 16 Sep 2024
DetoxBench: Benchmarking Large Language Models for Multitask Fraud & Abuse Detection Joymallya Chakraborty Wei Xia Anirban Majumder Dan Ma Walid Chaabene Naveed Janvekar 75 1 0 09 Sep 2024
LM-PUB-QUIZ: A Comprehensive Framework for Zero-Shot Evaluation of Relational Knowledge in Language Models Max Ploner Jacek Wiland Sebastian Pohl Alan Akbik KELM 85 2 0 28 Aug 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 323 15 0 26 Aug 2024
Analysis of Plan-based Retrieval for Grounded Text Generation Ameya Godbole Nicholas Monath Seungyeon Kim A. S. Rawat Andrew McCallum Manzil Zaheer RALM 128 4 0 20 Aug 2024
Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language Models Amey Hengle Prasoon Bajpai Soham Dan Tanmoy Chakraborty LRM 88 4 0 19 Aug 2024
Alleviating Hallucination in Large Vision-Language Models with Active Retrieval Augmentation Cephas Mpungu Qiyuan Chen Xiaoye Qu Jiashuo Sun G. Mapp VLM RALM LRM 109 22 0 01 Aug 2024
Data Contamination Report from the 2024 CONDA Shared Task Oscar Sainz Iker García-Ferrero Alon Jacovi Jonas Hanselle Yanai Elazar ... Yu-Min Tseng Vishaal Udandarao Zengzhi Wang Ruijie Xu Jinglin Yang 154 9 0 31 Jul 2024
Improving Retrieval Augmented Language Model with Self-Reasoning Yuan Xia Jingbo Zhou Zhenhui Shi Jun Chen Hai-ting Huang AIFin LRM ReLM KELM 130 20 0 29 Jul 2024
Do LLMs dream of elephants (when told not to)? Latent concept association and associative memory in transformers Yibo Jiang Goutham Rajendran Pradeep Ravikumar Bryon Aragam CLL KELM 122 9 0 26 Jun 2024
Enhancing Data Privacy in Large Language Models through Private Association Editing Davide Venditti Elena Sofia Ruzzetti Giancarlo A. Xompero Cristina Giannone Andrea Favalli Raniero Romagnoli Fabio Massimo Zanzotto KELM 109 3 0 26 Jun 2024
Attention Instruction: Amplifying Attention in the Middle via Prompting Meiru Zhang Zaiqiao Meng Nigel Collier 124 7 0 24 Jun 2024
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation Jirui Qi Gabriele Sarti Raquel Fernández Arianna Bisazza RALM 132 10 0 19 Jun 2024
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM LRM 118 9 0 17 Jun 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 251 5 0 17 Jun 2024
PostDoc: Generating Poster from a Long Multimodal Document Using Deep Submodular Optimization Vijay Jaisankar Sambaran Bandyopadhyay Kalp Vyas Varre Chaitanya Shwetha Somasundaram 89 5 0 30 May 2024
Learnable Privacy Neurons Localization in Language Models Ruizhe Chen Tianxiang Hu Yang Feng Zuo-Qiang Liu 120 21 0 16 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li D. Yin Tat-Seng Chua Qing Li RALM 3DV 230 372 0 10 May 2024
Smurfs: Multi-Agent System using Context-Efficient DFSDT for Tool Planning Junzhi Chen Juhao Liang Benyou Wang LLMAG 116 6 0 09 May 2024
Towards a Holistic Evaluation of LLMs on Factual Knowledge Recall Jiaqing Yuan Lin Pan Chung-Wei Hang Jiang Guo Jiarong Jiang Bonan Min Patrick Ng Zhiguo Wang HILM ELM 106 4 0 24 Apr 2024
De-DSI: Decentralised Differentiable Search Index Petru Neague Marcel Gregoriadis Johan Pouwelse 142 3 0 18 Apr 2024
Dissecting Paraphrases: The Impact of Prompt Syntax and supplementary Information on Knowledge Retrieval from Pretrained Language Models Stephan Linzbach Dimitar Dimitrov Laura Kallmeyer Kilian Evang Hajira Jabeen Stefan Dietze KELM 108 1 0 02 Apr 2024
Source-Aware Training Enables Knowledge Attribution in Language Models Muhammad Khalifa David Wadden Emma Strubell Honglak Lee Lu Wang Iz Beltagy Hao Peng HILM 170 19 0 01 Apr 2024
Benchmarking Zero-Shot Robustness of Multimodal Foundation Models: A Pilot Study Chenguang Wang Ruoxi Jia Xin Liu Dawn Song VLM 129 9 0 15 Mar 2024
Evaluating Biases in Context-Dependent Health Questions Sharon Levy T. Karver William D. Adler Michelle R. Kaufman Mark Dredze 60 4 0 07 Mar 2024
Evaluating Robustness of Generative Search Engine on Adversarial Factual Questions Xuming Hu Xiaochuan Li Junzhe Chen Hai-Tao Zheng Yangning Li ... Yasheng Wang Qun Liu Lijie Wen Philip S. Yu Zhijiang Guo AAML ELM 97 4 0 25 Feb 2024
Copilot Evaluation Harness: Evaluating LLM-Guided Software Programming Anisha Agarwal Aaron Chan Shubham Chandel Jinu Jang Shaun Miller Roshanak Zilouchian Moghaddam Yevhen Mohylevskyy Neel Sundaresan Michele Tufano ELM 70 18 0 22 Feb 2024
Cracking Factual Knowledge: A Comprehensive Analysis of Degenerate Knowledge Neurons in Large Language Models Yuheng Chen Pengfei Cao Yubo Chen Yining Wang Shengping Liu Kang Liu Jun Zhao KELM 141 1 0 21 Feb 2024
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models Seiji Maekawa Hayate Iso Sairam Gurajada Nikita Bhutani RALM KELM 146 15 0 21 Feb 2024
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence Jiajie Jin Yutao Zhu Yujia Zhou Zhicheng Dou RALM 117 25 0 19 Feb 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs Jiejun Tan Zhicheng Dou Yutao Zhu Peidong Guo Kun Fang Ji-Rong Wen 182 38 0 19 Feb 2024
The Queen of England is not England's Queen: On the Lack of Factual Coherency in PLMs Paul Youssef Jorg Schlotterer Christin Seifert KELM 151 2 0 02 Feb 2024