Title
Verifiable by Design: Aligning Language Models to Quote from Pre-Training Data Jingyu Zhang Marc Marone Tianjian Li Benjamin Van Durme Daniel Khashabi 193 9 0 05 Apr 2024
Evaluating LLMs at Detecting Errors in LLM Responses Ryo Kamoi Sarkar Snigdha Sarathi Das Renze Lou Jihyun Janice Ahn Yilun Zhao ... Salika Dave Shaobo Qin Arman Cohan Wenpeng Yin Rui Zhang 86 25 0 04 Apr 2024
PRobELM: Plausibility Ranking Evaluation for Language Models Moy Yuan Chenxi Whitehouse Eric Chamoun Rami Aly Andreas Vlachos 189 5 0 04 Apr 2024
HyperCLOVA X Technical Report Kang Min Yoo Jaegeun Han Sookyo In Heewon Jeon Jisu Jeong ... Hyunkyung Noh Se-Eun Choi Sang-Woo Lee Jung Hwa Lim Nako Sung VLM 88 9 0 02 Apr 2024
On the Role of Summary Content Units in Text Summarization Evaluation Marcel Nawrath Agnieszka Nowak Tristan Ratz Danilo C. Walenta Juri Opitz ... Sebastian Gehrmann Saad Mahamood Miruna Clinciu Khyathi Chandu Yufang Hou ELM 82 5 0 02 Apr 2024
AILS-NTUA at SemEval-2024 Task 6: Efficient model tuning for hallucination detection and analysis Natalia Griogoriadou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou VLM 69 0 0 01 Apr 2024
Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks Hyunjae Kim Hyeon Hwang Jiwoo Lee Sihyeon Park Dain Kim Taewhoo Lee Chanwoong Yoon Jiwoong Sohn Donghee Choi Jaewoo Kang ELM AI4MH LRM 118 22 0 30 Mar 2024
Is Factuality Decoding a Free Lunch for LLMs? Evaluation on Knowledge Editing Benchmark Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Xueqi Cheng KELM 51 13 0 30 Mar 2024
LUQ: Long-text Uncertainty Quantification for LLMs Caiqi Zhang Fangyu Liu Marco Basaldella Nigel Collier HILM 86 39 0 29 Mar 2024
FACTOID: FACtual enTailment fOr hallucInation Detection Vipula Rawte S. M. Towhidul Krishnav Rajbangshi Shravani Nag Aman Chadha Amit P. Sheth Amitava Das HILM 86 4 0 28 Mar 2024
Rejection Improves Reliability: Training LLMs to Refuse Unknown Questions Using RL from Knowledge Feedback Hongshen Xu Zichen Zhu Situo Zhang Da Ma Shuai Fan Lu Chen Kai Yu HILM 105 45 0 27 Mar 2024
CheckEval: A reliable LLM-as-a-Judge framework for evaluating text generation using checklists Yukyung Lee Joonghoon Kim Jaehee Kim Hyowon Cho Pilsung Kang Pilsung Kang Najoung Kim ELM 83 5 0 27 Mar 2024
Attribute First, then Generate: Locally-attributable Grounded Text Generation Aviv Slobodkin Eran Hirsch Arie Cattan Tal Schuster Ido Dagan 118 27 0 25 Mar 2024
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art Neeloy Chakraborty Melkior Ornik Katherine Driggs-Campbell LRM 246 12 0 25 Mar 2024
Reinforcement Learning from Reflective Feedback (RLRF): Aligning and Improving LLMs via Fine-Grained Self-Reflection Kyungjae Lee Dasol Hwang Sunghyun Park Youngsoo Jang Moontae Lee 66 8 0 21 Mar 2024
A Closer Look at Claim Decomposition Miriam Wanner Seth Ebner Zhengping Jiang Mark Dredze Benjamin Van Durme 99 24 0 18 Mar 2024
TriSum: Learning Summarization Ability from Large Language Models with Structured Rationale Pengcheng Jiang Cao Xiao Zifeng Wang Parminder Bhatia Jimeng Sun Jiawei Han LRM 88 13 0 15 Mar 2024
Think Twice Before Trusting: Self-Detection for Large Language Models through Comprehensive Answer Reflection Moxin Li Wenjie Wang Fuli Feng Fengbin Zhu Qifan Wang Tat-Seng Chua HILM LRM 115 23 0 15 Mar 2024
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs Preetam Prabhu Srikar Dammu Himanshu Naidu Mouly Dewan YoungMin Kim Tanya Roosta Aman Chadha Chirag Shah 72 8 0 12 Mar 2024
Truth-Aware Context Selection: Mitigating Hallucinations of Large Language Models Being Misled by Untruthful Contexts Tian Yu Shaolei Zhang Yang Feng HILM 71 7 0 12 Mar 2024
Unfamiliar Finetuning Examples Control How Language Models Hallucinate Katie Kang Eric Wallace Claire Tomlin Aviral Kumar Sergey Levine HILM LRM 106 58 0 08 Mar 2024
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models Jio Oh Soyeon Kim Junseok Seo Jindong Wang Ruochen Xu Xing Xie Steven Euijong Whang 76 4 0 08 Mar 2024
Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification Ekaterina Fadeeva Aleksandr Rubashevskii Artem Shelmanov Sergey Petrakov Haonan Li ... Gleb Kuzmin Alexander Panchenko Timothy Baldwin Preslav Nakov Maxim Panov HILM 102 56 0 07 Mar 2024
FaaF: Facts as a Function for the evaluation of generated text Vasileios Katranidis Gabor Barany HILM RALM 74 4 0 06 Mar 2024
A Modular Approach for Multimodal Summarization of TV Shows Louis Mahon Mirella Lapata 86 10 0 06 Mar 2024
Multimodal Large Language Models to Support Real-World Fact-Checking Jiahui Geng Yova Kementchedjhieva Preslav Nakov Iryna Gurevych LRM 120 15 0 06 Mar 2024
Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word Problem Yuhong Sun Zhangyue Yin Qipeng Guo Jiawen Wu Xipeng Qiu Hui Zhao 65 19 0 06 Mar 2024
Reliable, Adaptable, and Attributable Language Models with Retrieval Akari Asai Zexuan Zhong Danqi Chen Pang Wei Koh Luke Zettlemoyer Hanna Hajishirzi Wen-tau Yih KELM RALM 116 63 0 05 Mar 2024
FENICE: Factuality Evaluation of summarization based on Natural language Inference and Claim Extraction Alessandro Sciré Karim Ghonim Roberto Navigli HILM 56 11 0 04 Mar 2024
WebCiteS: Attributed Query-Focused Summarization on Chinese Web Search Results with Citations Haolin Deng Chang Wang Xin Li Dezhang Yuan Junlang Zhan Tianhua Zhou Jin Ma Jun Gao Ruifeng Xu HILM 89 2 0 04 Mar 2024
SyllabusQA: A Course Logistics Question Answering Dataset Nigel Fernandez Alexander Scarlatos Andrew Lan 44 6 0 03 Mar 2024
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering Armin Toroghi Willis Guo Mohammad Mahdi Torabi pour Scott Sanner LRM 101 10 0 03 Mar 2024
A Survey of AI-generated Text Forensic Systems: Detection, Attribution, and Characterization Tharindu Kumarage Garima Agrawal Paras Sheth Raha Moraffah Amanat Chadha Joshua Garland Huan Liu DeLMO 72 13 0 02 Mar 2024
Reading Subtext: Evaluating Large Language Models on Short Story Summarization with Writers Melanie Subbiah Sean Zhang Lydia B. Chilton Kathleen McKeown 111 15 0 02 Mar 2024
Attribute Structuring Improves LLM-Based Evaluation of Clinical Text Summaries Zelalem Gero Chandan Singh Yiqing Xie Sheng Zhang Tristan Naumann Jianfeng Gao Hoifung Poon ELM ALM 61 4 0 01 Mar 2024
Do Zombies Understand? A Choose-Your-Own-Adventure Exploration of Machine Cognition Ariel Goldstein Gabriel Stanovsky 61 1 0 01 Mar 2024
Whispers that Shake Foundations: Analyzing and Mitigating False Premise Hallucinations in Large Language Models Hongbang Yuan Pengfei Cao Zhuoran Jin Yubo Chen Daojian Zeng Kang Liu Jun Zhao HILM 88 4 0 29 Feb 2024
Multi-FAct: Assessing Multilingual LLMs' Multi-Regional Knowledge using FActScore Sheikh Shafayat Eunsu Kim Juhyun Oh Alice Oh HILM 88 8 0 28 Feb 2024
Collaborative decoding of critical tokens for boosting factuality of large language models Lifeng Jin Baolin Peng Linfeng Song Haitao Mi Ye Tian Dong Yu HILM 49 9 0 28 Feb 2024
Evaluating Very Long-Term Conversational Memory of LLM Agents A. Maharana Dong-Ho Lee Sergey Tulyakov Mohit Bansal Francesco Barbieri Yuwei Fang LLMAG 86 81 0 27 Feb 2024
Case-Based or Rule-Based: How Do Transformers Do the Math? Yi Hu Xiaojuan Tang Haotong Yang Muhan Zhang LRM 105 25 0 27 Feb 2024
Fine-Grained Natural Language Inference Based Faithfulness Evaluation for Diverse Summarisation Tasks Huajian Zhang Yumo Xu Laura Perez-Beltrachini HILM 81 13 0 27 Feb 2024
Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses Juyeon Kim Jeongeun Lee Yoonho Chang Chanyeol Choi Junseong Kim Jy-yong Sohn KELM LRM 156 2 0 27 Feb 2024
HypoTermQA: Hypothetical Terms Dataset for Benchmarking Hallucination Tendency of LLMs Cem Uluoglakci T. Taşkaya-Temizel HILM 64 3 0 25 Feb 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 81 4 0 25 Feb 2024
HD-Eval: Aligning Large Language Model Evaluators Through Hierarchical Criteria Decomposition Yuxuan Liu Tianchi Yang Shaohan Huang Zihan Zhang Haizhen Huang Furu Wei Weiwei Deng Feng Sun Qi Zhang 73 16 0 24 Feb 2024
Fine-Grained Self-Endorsement Improves Factuality and Reasoning Ante Wang Linfeng Song Baolin Peng Ye Tian Lifeng Jin Haitao Mi Jinsong Su Dong Yu HILM LRM 66 7 0 23 Feb 2024
Fast Adversarial Attacks on Language Models In One GPU Minute Vinu Sankar Sadasivan Shoumik Saha Gaurang Sriramanan Priyatham Kattakinda Atoosa Malemir Chegini Soheil Feizi MIALM 106 42 0 23 Feb 2024
Faithful Temporal Question Answering over Heterogeneous Sources Zhen Jia Philipp Christmann Gerhard Weikum 74 10 0 23 Feb 2024
UFO: a Unified and Flexible Framework for Evaluating Factuality of Large Language Models Zhaoheng Huang Zhicheng Dou Yutao Zhu Ji-Rong Wen HILM 54 2 0 22 Feb 2024