Title
A Survey of the Evolution of Language Model-Based Dialogue Systems Hongru Wang Lingzhi Wang Yiming Du Liang Chen Jing Zhou Yufei Wang Kam-Fai Wong LRM 147 23 0 28 Nov 2023
Deficiency of Large Language Models in Finance: An Empirical Examination of Hallucination Haoqiang Kang Xiao-Yang Liu RALM 90 32 0 27 Nov 2023
UHGEval: Benchmarking the Hallucination of Chinese Large Language Models via Unconstrained Generation Xun Liang Shichao Song Pengnian Qi Zhiyu Li Feiyu Xiong ... Zhaohui Wy Dawei He Peng Cheng Zhonghao Wang Haiying Deng HILM 80 22 0 26 Nov 2023
Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus Tianhang Zhang Lin Qiu Qipeng Guo Cheng Deng Yue Zhang Zheng Zhang Cheng Zhou Xinbing Wang Luoyi Fu HILM 138 59 0 22 Nov 2023
Deceptive Semantic Shortcuts on Reasoning Chains: How Far Can Models Go without Hallucination? Bangzheng Li Ben Zhou Fei Wang Xingyu Fu Dan Roth Muhao Chen HILM LRM 104 22 0 16 Nov 2023
DocLens: Multi-aspect Fine-grained Evaluation for Medical Text Generation Yiqing Xie Sheng Zhang Hao Cheng Pengfei Liu Zelalem Gero Cliff Wong Tristan Naumann Hoifung Poon Carolyn Rose MedIm 73 5 0 16 Nov 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan O. Arik Tomas Pfister HILM 112 30 0 16 Nov 2023
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples Generation Haoyi Qiu Kung-Hsiang Huang Jingnong Qu Nanyun Peng HILM 72 6 0 16 Nov 2023
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation Systems Jon Saad-Falcon Omar Khattab Christopher Potts Matei A. Zaharia RALM 108 121 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 111 37 0 15 Nov 2023
How Well Do Large Language Models Truly Ground? Hyunji Lee Se June Joo Chaeeun Kim Joel Jang Doyoung Kim Kyoung-Woon On Minjoon Seo HILM 95 8 0 15 Nov 2023
Factcheck-Bench: Fine-Grained Evaluation Benchmark for Automatic Fact-checkers Yuxia Wang Revanth Gangi Reddy Zain Muhammad Mujahid Arnav Arora Aleksandr Rubashevskii ... Nadav Borenstein Aditya Pillai Isabelle Augenstein Iryna Gurevych Preslav Nakov HILM 125 42 0 15 Nov 2023
Fine-tuning Language Models for Factuality Katherine Tian Eric Mitchell Huaxiu Yao Christopher D. Manning Chelsea Finn KELM HILM SyDa 85 185 0 14 Nov 2023
Extrinsically-Focused Evaluation of Omissions in Medical Summarization Elliot Schumacher Daniel Rosenthal Varun Nair Luladay Price Geoffrey Tso Anitha Kannan 44 2 0 14 Nov 2023
LLatrieval: LLM-Verified Retrieval for Verifiable Generation Xiaonan Li Changtai Zhu Linyang Li Zhangyue Yin Tianxiang Sun Xipeng Qiu RALM 93 31 0 14 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 142 939 0 09 Nov 2023
SEMQA: Semi-Extractive Multi-Source Question Answering Tal Schuster Á. Lelkes Haitian Sun Jai Gupta Jonathan Berant W. Cohen Donald Metzler 70 14 0 08 Nov 2023
Sub-Sentence Encoder: Contrastive Learning of Propositional Semantic Representations Sihao Chen Hongming Zhang Tong Chen Ben Zhou Wenhao Yu Dian Yu Baolin Peng Hongwei Wang Dan Roth Dong Yu SSL 102 15 0 07 Nov 2023
A Survey of Large Language Models Attribution Dongfang Li Zetian Sun Xinshuo Hu Zhenyu Liu Ziyang Chen Baotian Hu Aiguo Wu Min Zhang HILM 96 54 0 07 Nov 2023
FAITHSCORE: Evaluating Hallucinations in Large Vision-Language Models Liqiang Jing Ruosen Li Yunmo Chen Mengzhao Jia Xinya Du MLLM 93 7 0 02 Nov 2023
LitCab: Lightweight Language Model Calibration over Short- and Long-form Responses Xin Liu Muhammad Khalifa Lu Wang ALM 86 27 0 30 Oct 2023
Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation Jaemin Cho Yushi Hu Roopal Garg Peter Anderson Ranjay Krishna Jason Baldridge Mohit Bansal Jordi Pont-Tuset Su Wang EGVM 84 81 0 27 Oct 2023
Language Models Hallucinate, but May Excel at Fact Verification Jian Guan Jesse Dodge David Wadden Minlie Huang Hao Peng LRM HILM 111 33 0 23 Oct 2023
Large Language Models Help Humans Verify Truthfulness -- Except When They Are Convincingly Wrong Chenglei Si Navita Goyal Sherry Tongshuang Wu Chen Zhao Shi Feng Hal Daumé Jordan L. Boyd-Graber LRM 107 41 0 19 Oct 2023
Quantifying Self-diagnostic Atomic Knowledge in Chinese Medical Foundation Model: A Computational Analysis Yaxin Fan Feng Jiang Benyou Wang Peifeng Li Haizhou Li 78 1 0 18 Oct 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 283 783 0 17 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 95 3 0 15 Oct 2023
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection Sehyun Choi Tianqing Fang Zhaowei Wang Yangqiu Song 85 39 0 13 Oct 2023
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models Seungone Kim Jamin Shin Yejin Cho Joel Jang Shayne Longpre ... Sangdoo Yun Seongjin Shin Sungdong Kim James Thorne Minjoon Seo ALM LM&MA ELM 113 240 0 12 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 Zhang Yue Zhang HILM KELM 172 201 0 11 Oct 2023
Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators Liang Chen Yang Deng Yatao Bian Zeyu Qin Bingzhe Wu Tat-Seng Chua Kam-Fai Wong HILM ELM 119 47 0 11 Oct 2023
Teaching Language Models to Hallucinate Less with Synthetic Tasks Erik Jones Hamid Palangi Clarisse Simoes Varun Chandrasekaran Subhabrata Mukherjee Arindam Mitra Ahmed Hassan Awadallah Ece Kamar HILM 87 27 0 10 Oct 2023
Factuality Challenges in the Era of Large Language Models Isabelle Augenstein Timothy Baldwin Meeyoung Cha Tanmoy Chakraborty Giovanni Luca Ciampaglia ... Rubén Míguez Preslav Nakov Dietram A. Scheufele Shivam Sharma Giovanni Zagni HILM 81 44 0 08 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 77 6 0 02 Oct 2023
BooookScore: A systematic exploration of book-length summarization in the era of LLMs Yapei Chang Kyle Lo Tanya Goyal Mohit Iyyer ALM 154 117 0 01 Oct 2023
FELM: Benchmarking Factuality Evaluation of Large Language Models Shiqi Chen Yiran Zhao Jinghan Zhang Ethan Chern Siyang Gao Pengfei Liu Junxian He HILM 126 41 0 01 Oct 2023
STRONG -- Structure Controllable Legal Opinion Summary Generation Yang Zhong Diane Litman ELM AILaw 60 3 0 29 Sep 2023
Creating Trustworthy LLMs: Dealing with Hallucinations in Healthcare AI Muhammad Aurangzeb Ahmad Ilker Yaramis Taposh Dutta Roy LM&MA HILM 68 37 0 26 Sep 2023
Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models Mert Yuksekgonul Varun Chandrasekaran Erik Jones Suriya Gunasekar Ranjita Naik Hamid Palangi Ece Kamar Besmira Nushi HILM 60 49 0 26 Sep 2023
Large Language Model Alignment: A Survey Tianhao Shen Renren Jin Yufei Huang Chuang Liu Weilong Dong Zishan Guo Xinwei Wu Yan Liu Deyi Xiong LM&MA 112 206 0 26 Sep 2023
Ragas: Automated Evaluation of Retrieval Augmented Generation ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 145 205 0 26 Sep 2023
Calibrating LLM-Based Evaluator Yuxuan Liu Tianchi Yang Shaohan Huang Zihan Zhang Haizhen Huang Furu Wei Weiwei Deng Feng Sun Qi Zhang 114 33 0 23 Sep 2023
LongDocFACTScore: Evaluating the Factuality of Long Document Abstractive Summarisation Jennifer A Bishop Qianqian Xie Sophia Ananiadou HILM 82 12 0 21 Sep 2023
Chain-of-Verification Reduces Hallucination in Large Language Models Shehzaad Dhuliawala M. Komeili Jing Xu Roberta Raileanu Xian Li Asli Celikyilmaz Jason Weston LRM HILM 70 206 0 20 Sep 2023
Exploring the impact of low-rank adaptation on the performance, efficiency, and regularization of RLHF Simeng Sun Dhawal Gupta Mohit Iyyer 89 20 0 16 Sep 2023
ExpertQA: Expert-Curated Questions and Attributed Answers Chaitanya Malaviya Subin Lee Sihao Chen Elizabeth Sieber Mark Yatskar Dan Roth ELM HILM 116 58 0 14 Sep 2023
Zero-shot Audio Topic Reranking using Large Language Models Mengjie Qian Rao Ma Adian Liusie Erfan Loweimi Kate Knill Mark Gales 80 1 0 14 Sep 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 122 81 0 13 Sep 2023
Retrieving Evidence from EHRs with LLMs: Possibilities and Challenges Hiba Ahsan Denis Jered McInerney Jisoo Kim Christopher Potter Geoffrey S. Young Silvio Amir Byron C. Wallace 72 12 0 08 Sep 2023
Zero-Resource Hallucination Prevention for Large Language Models Junyu Luo Cao Xiao Fenglong Ma HILM 130 17 0 06 Sep 2023