FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation

23 May 2023

Pang Wei Koh

Luke Zettlemoyer

Papers citing "FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation"

50 / 455 papers shown

Title
When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs Ryo Kamoi Yusen Zhang Nan Zhang Jiawei Han Rui Zhang LRM 40 57 0 03 Jun 2024
CtrlA: Adaptive Retrieval-Augmented Generation via Probe-Guided Control Huanshuo Liu Hao Zhang Zhijiang Guo Kuicai Dong Xiangyang Li Yi Quan Lee Cong Zhang Yong-jin Liu 3DV 31 6 0 29 May 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
TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models Jaewoo Ahn Taehyun Lee Junyoung Lim Jin-Hwa Kim Sangdoo Yun Hwaran Lee Gunhee Kim LLMAG HILM 35 12 0 28 May 2024
GRAG: Graph Retrieval-Augmented Generation Yuntong Hu Zhihan Lei Zhengwu Zhang Bo Pan Chen Ling Liang Zhao 35 19 0 26 May 2024
Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection Yun Zhu Jia-Chen Gu Caitlin Sikora Ho Ko Yinxiao Liu ... Lei Shu Liangchen Luo Lei Meng Bang Liu Jindong Chen RALM 22 14 0 25 May 2024
Certifiably Robust RAG against Retrieval Corruption Chong Xiang Tong Wu Zexuan Zhong David Wagner Danqi Chen Prateek Mittal SILM 25 41 0 24 May 2024
AGRaME: Any-Granularity Ranking with Multi-Vector Embeddings R. Reddy Omar Attia Yunyao Li Heng Ji Saloni Potdar 32 1 0 23 May 2024
RefChecker: Reference-based Fine-grained Hallucination Checker and Benchmark for Large Language Models Xiangkun Hu Dongyu Ru Lin Qiu Qipeng Guo Tianhang Zhang Yang Xu Yun Luo Pengfei Liu Yue Zhang Zheng-Wei Zhang HILM LRM 59 8 0 23 May 2024
Can LLMs Solve longer Math Word Problems Better? Xin Xu Tong Xiao Zitong Chao Zhenya Huang Can Yang Yang Wang 70 10 0 23 May 2024
CrossCheckGPT: Universal Hallucination Ranking for Multimodal Foundation Models Guangzhi Sun Potsawee Manakul Adian Liusie Kunat Pipatanakul Chao Zhang P. Woodland Mark J. F. Gales HILM MLLM 16 7 0 22 May 2024
Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation Gauthier Guinet Behrooz Omidvar-Tehrani Anoop Deoras Laurent Callot RALM 62 16 0 22 May 2024
Atomic Self-Consistency for Better Long Form Generations Raghuveer Thirukovalluru Yukun Huang Bhuwan Dhingra 30 5 0 21 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Yinghui Li Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 38 46 0 21 May 2024
OLAPH: Improving Factuality in Biomedical Long-form Question Answering Minbyul Jeong Hyeon Hwang Chanwoong Yoon Taewhoo Lee Jaewoo Kang MedIm HILM LM&MA 38 12 0 21 May 2024
Question-Based Retrieval using Atomic Units for Enterprise RAG Vatsal Raina Mark J. F. Gales 27 7 0 20 May 2024
SciQAG: A Framework for Auto-Generated Science Question Answering Dataset with Fine-grained Evaluation Yuwei Wan Yixuan Liu Aswathy Ajith Clara Grazian B. Hoex Wenjie Zhang Chunyu Kit Tong Xie Ian Foster 21 7 0 16 May 2024
LLMs can learn self-restraint through iterative self-reflection Alexandre Piché Aristides Milios Dzmitry Bahdanau Chris Pal 38 5 0 15 May 2024
Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations? Zorik Gekhman G. Yona Roee Aharoni Matan Eyal Amir Feder Roi Reichart Jonathan Herzig 48 102 0 09 May 2024
OpenFactCheck: A Unified Framework for Factuality Evaluation of LLMs Yuxia Wang Minghan Wang Hasan Iqbal Georgi Georgiev Jiahui Geng Preslav Nakov HILM 36 13 0 09 May 2024
One vs. Many: Comprehending Accurate Information from Multiple Erroneous and Inconsistent AI Generations Yoonjoo Lee Kihoon Son Tae Soo Kim Jisu Kim John Joon Young Chung Eytan Adar Juho Kim 39 11 0 09 May 2024
Lory: Fully Differentiable Mixture-of-Experts for Autoregressive Language Model Pre-training Zexuan Zhong Mengzhou Xia Danqi Chen Mike Lewis MoE 49 15 0 06 May 2024
Recall Them All: Retrieval-Augmented Language Models for Long Object List Extraction from Long Documents Sneha Singhania Simon Razniewski G. Weikum RALM 34 1 0 04 May 2024
FLAME: Factuality-Aware Alignment for Large Language Models Sheng-Chieh Lin Luyu Gao Barlas Oğuz Wenhan Xiong Jimmy Lin Wen-tau Yih Xilun Chen HILM 34 14 0 02 May 2024
On the Evaluation of Machine-Generated Reports James Mayfield Eugene Yang Dawn J Lawrie Sean MacAvaney Paul McNamee ... Orion Weller Efsun Kayi Kate Sanders Marc Mason Noah Hibbler ALM 77 12 0 02 May 2024
GRAMMAR: Grounded and Modular Methodology for Assessment of Closed-Domain Retrieval-Augmented Language Model Xinzhe Li Ming Liu Shang Gao RALM 40 0 0 30 Apr 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 67 45 0 23 Apr 2024
ISQA: Informative Factuality Feedback for Scientific Summarization Zekai Li Yanxia Qin Qian Liu Min-Yen Kan HILM 32 1 0 20 Apr 2024
AmbigDocs: Reasoning across Documents on Different Entities under the Same Name Yoonsang Lee Xi Ye Eunsol Choi 38 5 0 18 Apr 2024
Unifying Bias and Unfairness in Information Retrieval: A Survey of Challenges and Opportunities with Large Language Models Sunhao Dai Chen Xu Shicheng Xu Liang Pang Zhenhua Dong Jun Xu 42 59 0 17 Apr 2024
FIZZ: Factual Inconsistency Detection by Zoom-in Summary and Zoom-out Document Joonho Yang Seunghyun Yoon Byeongjeong Kim Hwanhee Lee HILM 26 3 0 17 Apr 2024
MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents Liyan Tang Philippe Laban Greg Durrett HILM SyDa 37 74 0 16 Apr 2024
NoticIA: A Clickbait Article Summarization Dataset in Spanish Iker García-Ferrero Begoña Altuna 37 2 0 11 Apr 2024
Best Practices and Lessons Learned on Synthetic Data for Language Models Ruibo Liu Jerry W. Wei Fangyu Liu Chenglei Si Yanzhe Zhang ... Steven Zheng Daiyi Peng Diyi Yang Denny Zhou Andrew M. Dai SyDa EgoV 41 85 0 11 Apr 2024
Pitfalls of Conversational LLMs on News Debiasing Ipek Baris Schlicht Defne Altiok Maryanne Taouk Lucie Flek 24 3 0 09 Apr 2024
Characterizing Multimodal Long-form Summarization: A Case Study on Financial Reports Tianyu Cao Natraj Raman Danial Dervovic Chenhao Tan 35 4 0 09 Apr 2024
Know When To Stop: A Study of Semantic Drift in Text Generation Ava Spataru Eric Hambro Elena Voita Nicola Cancedda 26 3 0 08 Apr 2024
FGAIF: Aligning Large Vision-Language Models with Fine-grained AI Feedback Liqiang Jing Xinya Du 71 17 0 07 Apr 2024
PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics Derui Zhu Dingfan Chen Qing Li Zongxiong Chen Lei Ma Jens Grossklags Mario Fritz HILM 35 8 0 06 Apr 2024
Verifiable by Design: Aligning Language Models to Quote from Pre-Training Data Jingyu Zhang Marc Marone Tianjian Li Benjamin Van Durme Daniel Khashabi 85 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 42 19 0 04 Apr 2024
PRobELM: Plausibility Ranking Evaluation for Language Models Moy Yuan Chenxi Whitehouse Eric Chamoun Rami Aly Andreas Vlachos 81 4 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 27 8 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 Raghavi Chandu Yufang Hou ELM 21 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 22 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 48 16 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 41 9 0 30 Mar 2024
LUQ: Long-text Uncertainty Quantification for LLMs Caiqi Zhang Fangyu Liu Marco Basaldella Nigel Collier HILM 50 24 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 28 3 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 29 32 0 27 Mar 2024