Title
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Q. Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 61 3 0 11 Mar 2025
Verify with Caution: The Pitfalls of Relying on Imperfect Factuality Metrics Ameya Godbole Robin Jia HILM 49 1 0 24 Jan 2025
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning Xiangru Tang Tianyu Hu Muyang Ye Yanjun Shao Xunjian Yin ... Pan Lu Zhuosheng Zhang Yilun Zhao Arman Cohan Mark B. Gerstein LLMAG LRM AI4CE 62 5 0 11 Jan 2025
Human-Readable Adversarial Prompts: An Investigation into LLM Vulnerabilities Using Situational Context Nilanjana Das Edward Raff Manas Gaur AAML 101 1 0 20 Dec 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
A Claim Decomposition Benchmark for Long-form Answer Verification Zhihao Zhang Yixing Fan Ruqing Zhang J. Guo HILM 13 0 0 16 Oct 2024
RevisEval: Improving LLM-as-a-Judge via Response-Adapted References Qiyuan Zhang Yufei Wang Tiezheng YU Yuxin Jiang Chuhan Wu ... Xin Jiang Lifeng Shang Ruiming Tang Fuyuan Lyu Chen Ma 26 4 0 07 Oct 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 29 6 0 17 Sep 2024
Order Matters in Hallucination: Reasoning Order as Benchmark and Reflexive Prompting for Large-Language-Models Zikai Xie HILM LRM 48 5 0 09 Aug 2024
Improving Retrieval Augmented Language Model with Self-Reasoning Yuan Xia Jingbo Zhou Zhenhui Shi Jun Chen Hai-ting Huang AIFin LRM ReLM KELM 25 8 0 29 Jul 2024
Human-Interpretable Adversarial Prompt Attack on Large Language Models with Situational Context Nilanjana Das Edward Raff Manas Gaur AAML 31 2 0 19 Jul 2024
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG Systems Yunxiao Shi Xing Zi Zijing Shi Haimin Zhang Qiang Wu Min Xu 23 7 0 15 Jul 2024
Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs Jannik Kossen Jiatong Han Muhammed Razzak Lisa Schut Shreshth A. Malik Yarin Gal HILM 44 33 0 22 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
Nearest Neighbor Speculative Decoding for LLM Generation and Attribution Minghan Li Xilun Chen Ari Holtzman Beidi Chen Jimmy Lin Wen-tau Yih Xi Victoria Lin RALM BDL 108 10 0 29 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 36 0 23 Apr 2024
The Critique of Critique Shichao Sun Junlong Li Weizhe Yuan Ruifeng Yuan Wenjie Li Pengfei Liu ELM 24 0 0 09 Jan 2024
Towards Verifiable Text Generation with Evolving Memory and Self-Reflection Hao-Lun Sun Hengyi Cai Bo Wang Yingyan Hou Xiaochi Wei Shuaiqiang Wang Yan Zhang Dawei Yin 18 8 0 14 Dec 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan Ö. Arik Tomas Pfister HILM 15 25 0 16 Nov 2023
AutoMix: Automatically Mixing Language Models Pranjal Aggarwal Aman Madaan Ankit Anand Srividya Pranavi Potharaju Swaroop Mishra ... Karthik Kappaganthu Yiming Yang Shyam Upadhyay Manaal Faruqui Mausam 40 17 0 19 Oct 2023
Attributed Question Answering: Evaluation and Modeling for Attributed Large Language Models Bernd Bohnet Vinh Q. Tran Pat Verga Roee Aharoni D. Andor ... Michael Collins Dipanjan Das Donald Metzler Slav Petrov Kellie Webster 33 59 0 15 Dec 2022
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling Vidhisha Balachandran Hannaneh Hajishirzi William W. Cohen Yulia Tsvetkov HILM KELM 79 45 0 22 Oct 2022
Conditional Generation with a Question-Answering Blueprint Shashi Narayan Joshua Maynez Reinald Kim Amplayo Kuzman Ganchev Annie Louis Fantine Huot Anders Sandholm Dipanjan Das Mirella Lapata 52 47 0 01 Jul 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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 235 236 0 10 Sep 2021
Constrained Language Models Yield Few-Shot Semantic Parsers Richard Shin C. H. Lin Sam Thomson Charles C. Chen Subhro Roy Emmanouil Antonios Platanios Adam Pauls Dan Klein J. Eisner Benjamin Van Durme 290 196 0 18 Apr 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 245 671 0 06 Jan 2021
Factual Error Correction for Abstractive Summarization Models Mengyao Cao Yue Dong Jiapeng Wu Jackie C.K. Cheung HILM KELM 167 159 0 17 Oct 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 396 2,576 0 03 Sep 2019
Retrieval-Based Neural Code Generation Shirley Anugrah Hayati R. Olivier Pravalika Avvaru Pengcheng Yin A. Tomasic Graham Neubig 124 109 0 29 Aug 2018