Title
Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies Massimiliano Pronesti Joao Bettencourt-Silva Paul Flanagan Alessandra Pascale Oisin Redmond Anya Belz Yufang Hou 32 0 0 09 May 2025
LLM-Independent Adaptive RAG: Let the Question Speak for Itself Maria Marina Nikolay Ivanov Sergey Pletenev Mikhail Salnikov Daria Galimzianova Nikita Krayko Vasily Konovalov Alexander Panchenko Viktor Moskvoretskii RALM 30 0 0 07 May 2025
BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese Peilin Zhou Bruce Leon Xiang Ying C. Zhang Yifan Shao ... Sixin Hong J. Ren Jian Chen Chao-Hong Liu Yining Hua RALM ELM LRM 39 0 0 27 Apr 2025
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue H. Wang LRM AI4CE 34 1 0 22 Apr 2025
TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining Jeffrey Li Mohammadreza Armandpour Iman Mirzadeh Sachin Mehta Vaishaal Shankar ... Samy Bengio Oncel Tuzel Mehrdad Farajtabar Hadi Pouransari Fartash Faghri CLL KELM 59 0 0 02 Apr 2025
OAEI-LLM-T: A TBox Benchmark Dataset for Understanding Large Language Model Hallucinations in Ontology Matching Zhangcheng Qiang Kerry Taylor Weiqing Wang Jing Jiang 52 0 0 25 Mar 2025
ZeroSumEval: An Extensible Framework For Scaling LLM Evaluation with Inter-Model Competition H. A. Alyahya Haidar Khan Yazeed Alnumay M Saiful Bari B. Yener LRM 60 1 0 10 Mar 2025
The MASK Benchmark: Disentangling Honesty From Accuracy in AI Systems Richard Ren Arunim Agarwal Mantas Mazeika Cristina Menghini Robert Vacareanu ... Matias Geralnik Adam Khoja Dean Lee Summer Yue Dan Hendrycks HILM ALM 85 0 0 05 Mar 2025
Language Model Re-rankers are Steered by Lexical Similarities Lovisa Hagström Ercong Nie Ruben Halifa Helmut Schmid Richard Johansson Alexander Junge 36 0 0 24 Feb 2025
How Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the Wild Saad Obaid ul Islam Anne Lauscher Goran Glavas HILM LRM 112 1 0 21 Feb 2025
Hallucination Detection in Large Language Models with Metamorphic Relations Borui Yang Md Afif Al Mamun Jie M. Zhang Gias Uddin HILM 59 0 0 20 Feb 2025
SMART: Self-Aware Agent for Tool Overuse Mitigation Cheng Qian Emre Can Acikgoz H. Wang X. Chen Avirup Sil Dilek Hakkani-Tür Gökhan Tür Heng Ji LLMAG KELM LRM 63 4 0 17 Feb 2025
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 54 0 0 16 Feb 2025
Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation Satyapriya Krishna Kalpesh Krishna Anhad Mohananey Steven Schwarcz Adam Stambler Shyam Upadhyay Manaal Faruqui ReLM 3DV LRM RALM 32 12 0 28 Jan 2025
Iterative Tree Analysis for Medical Critics Zenan Huang Mingwei Li Zheng Zhou Youxin Jiang 62 0 0 18 Jan 2025
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions Aidan Hogan Xin Luna Dong Denny Vrandečić Gerhard Weikum 50 1 0 12 Jan 2025
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models Yanwen Huang Yong Zhang Ning Cheng Zhitao Li Shaojun Wang Jing Xiao 75 0 0 02 Jan 2025
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty Qing Zong Z. Wang Tianshi Zheng Xiyu Ren Y. Song 54 1 0 31 Dec 2024
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge Jie He Nan Hu Wanqiu Long Jiaoyan Chen Jeff Z. Pan ELM LRM 92 6 0 22 Dec 2024
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent Yangning Li Yinghui Li Xinyu Wang Yong-feng Jiang Zhen Zhang ... Hui Wang Hai-Tao Zheng Pengjun Xie Philip S. Yu Fei Huang 60 15 0 05 Nov 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 17 3 0 19 Oct 2024
From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization Catarina G. Belem Pouya Pezeskhpour Hayate Iso Seiji Maekawa Nikita Bhutani Estevam R. Hruschka HILM 65 1 0 17 Oct 2024
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation Systems Nandan Thakur Suleman Kazi Ge Luo Jimmy J. Lin Amin Ahmad VLM RALM 26 6 0 17 Oct 2024
VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents S. Yu C. Tang Bokai Xu Junbo Cui Junhao Ran ... Zhenghao Liu Shuo Wang Xu Han Zhiyuan Liu Maosong Sun VLM 34 22 0 14 Oct 2024
Prompting Medical Large Vision-Language Models to Diagnose Pathologies by Visual Question Answering Danfeng Guo Sumitaka Honji LRM 59 0 0 31 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Mengnan Du Shuaiqiang Wang Dawei Yin Sumi Helal 43 28 0 28 Jun 2024
OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer Lu Zhang Tiancheng Zhao Heting Ying Yibo Ma Kyusong Lee LLMAG 24 9 0 24 Jun 2024
Language Modeling with Editable External Knowledge Belinda Z. Li Emmy Liu Alexis Ross Abbas Zeitoun Graham Neubig Jacob Andreas KELM 23 4 0 17 Jun 2024
Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning Jiaqi Li Yixuan Tang Yi Yang 29 5 0 14 Jun 2024
Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-Teaching Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Yipeng Zhang Haitao Mi H. Meng CLL KELM 71 5 0 10 Jun 2024
Measuring Retrieval Complexity in Question Answering Systems Matteo Gabburo Nicolaas Paul Jedema Siddhant Garg Leonardo F. R. Ribeiro Alessandro Moschitti 34 0 0 05 Jun 2024
Ranking Manipulation for Conversational Search Engines Samuel Pfrommer Yatong Bai Tanmay Gautam Somayeh Sojoudi SILM 39 4 0 05 Jun 2024
HelloFresh: LLM Evaluations on Streams of Real-World Human Editorial Actions across X Community Notes and Wikipedia edits Tim Franzmeyer Aleksandar Shtedritski Samuel Albanie Philip H. S. Torr João F. Henriques Jakob N. Foerster 17 1 0 05 Jun 2024
Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework Xiaoxi Sun Jinpeng Li Yan Zhong Dongyan Zhao Rui Yan LLMAG HILM 24 5 0 05 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
Towards Completeness-Oriented Tool Retrieval for Large Language Models Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Jirong Wen KELM 22 7 0 25 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 64 45 0 23 Apr 2024
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs Xiaoze Liu Feijie Wu Tianyang Xu Zhuo Chen Yichi Zhang Xiaoqian Wang Jing Gao HILM 33 8 0 01 Apr 2024
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents Yuqi Zhu Shuofei Qiao Yixin Ou Shumin Deng N. Zhang Shiwei Lyu Yue Shen Lei Liang Jinjie Gu H. Chen LLMAG LM&Ro 72 26 0 05 Mar 2024
CoSearchAgent: A Lightweight Collaborative Search Agent with Large Language Models Peiyuan Gong Jiamian Li Jiaxin Mao LLMAG 25 5 0 09 Feb 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 60 205 0 22 Jan 2024
Calibrated Language Models Must Hallucinate Adam Tauman Kalai Santosh Vempala HILM 11 75 0 24 Nov 2023
Examining LLMs' Uncertainty Expression Towards Questions Outside Parametric Knowledge Genglin Liu Xingyao Wang Lifan Yuan Yangyi Chen Hao Peng 27 15 0 16 Nov 2023
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification Haoqiang Kang Juntong Ni Huaxiu Yao HILM LRM 14 33 0 15 Nov 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 223 2,413 0 06 Oct 2022
Recitation-Augmented Language Models Zhiqing Sun Xuezhi Wang Yi Tay Yiming Yang Denny Zhou RALM 192 60 0 04 Oct 2022
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-Long Jiang RALM AIMat 215 318 0 21 Sep 2022
StreamingQA: A Benchmark for Adaptation to New Knowledge over Time in Question Answering Models Adam Livska Tomávs Kovciský E. Gribovskaya Tayfun Terzi Eren Sezener ... Susannah Young Ellen Gilsenan-McMahon Sophia Austin Phil Blunsom Angeliki Lazaridou KELM 226 89 0 23 May 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 226 255 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022