Zero-shot Faithful Factual Error Correction

13 May 2023

Heng Ji

Papers citing "Zero-shot Faithful Factual Error Correction"

27 / 27 papers shown

Title
Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency Taiji Li Zhi Li Yin Zhang HILM 17 5 0 31 Jul 2024
Detecting Response Generation Not Requiring Factual Judgment Ryohei Kamei Daiki Shiono Reina Akama Jun Suzuki HILM 19 0 0 14 Jun 2024
Diver: Large Language Model Decoding with Span-Level Mutual Information Verification Jinliang Lu Chen Wang Jiajun Zhang 48 3 0 04 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 32 0 0 04 Jun 2024
From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models Kung-Hsiang Huang Hou Pong Chan Yi Ren Fung Haoyi Qiu Mingyang Zhou Shafiq R. Joty Shih-Fu Chang Heng Ji AI4TS 62 14 0 18 Mar 2024
Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate Kyungha Kim Sangyun Lee Kung-Hsiang Huang Hou Pong Chan Manling Li Heng Ji LRM 49 37 0 12 Feb 2024
Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems Tianyu Cui Yanling Wang Chuanpu Fu Yong Xiao Sijia Li ... Junwu Xiong Xinyu Kong Zujie Wen Ke Xu Qi Li 52 56 0 11 Jan 2024
The Earth is Flat? Unveiling Factual Errors in Large Language Models Wenxuan Wang Juluan Shi Zhaopeng Tu Youliang Yuan Jen-tse Huang Wenxiang Jiao Michael R. Lyu KELM HILM SyDa 37 1 0 01 Jan 2024
Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning Kung-Hsiang Huang Mingyang Zhou Hou Pong Chan Yi Ren Fung Zhenhailong Wang Lingyu Zhang Shih-Fu Chang Heng Ji 11 33 0 15 Dec 2023
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples Generation Haoyi Qiu Kung-Hsiang Huang Jingnong Qu Nanyun Peng HILM 16 6 0 16 Nov 2023
Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval Nandan Thakur Jianmo Ni Gustavo Hernández Ábrego John Wieting Jimmy J. Lin Daniel Matthew Cer RALM 21 12 0 10 Nov 2023
Defining a New NLP Playground Sha Li Chi Han Pengfei Yu Carl N. Edwards Manling Li ... Yi Ren Fung Charles Yu Joel R. Tetreault Eduard H. Hovy Heng Ji 31 5 0 31 Oct 2023
Woodpecker: Hallucination Correction for Multimodal Large Language Models Shukang Yin Chaoyou Fu Sirui Zhao Tong Bill Xu Hao Wang Dianbo Sui Yunhang Shen Ke Li Xingguo Sun Enhong Chen VLM MLLM 30 112 0 24 Oct 2023
Decoding the Silent Majority: Inducing Belief Augmented Social Graph with Large Language Model for Response Forecasting Chenkai Sun Jinning Li Yi Ren Fung Hou Pong Chan Tarek F. Abdelzaher Chengxiang Zhai Heng Ji 13 15 0 20 Oct 2023
Factored Verification: Detecting and Reducing Hallucination in Summaries of Academic Papers Charlie George Andreas Stuhlmuller HILM 15 2 0 16 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 27 31 0 08 Oct 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 31 76 0 13 Sep 2023
Zero-Resource Hallucination Prevention for Large Language Models Junyu Luo Cao Xiao Fenglong Ma HILM 16 16 0 06 Sep 2023
The Art of SOCRATIC QUESTIONING: Recursive Thinking with Large Language Models Jingyuan Qi Zhiyang Xu Ying Shen Minqian Liu dingnan jin Qifan Wang Lifu Huang ReLM LRM KELM 14 11 0 24 May 2023
Gender Biases in Automatic Evaluation Metrics for Image Captioning Haoyi Qiu Zi-Yi Dou Tianlu Wang Asli Celikyilmaz Nanyun Peng EGVM 16 14 0 24 May 2023
SciFix: Outperforming GPT3 on Scientific Factual Error Correction D. Ashok Atharva Kulkarni Hai Pham Barnabás Póczos 11 1 0 24 May 2023
Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models Miaoran Li Baolin Peng Michel Galley Jianfeng Gao Zhu Zhang LRM HILM KELM 18 26 0 24 May 2023
Interpretable Automatic Fine-grained Inconsistency Detection in Text Summarization Hou Pong Chan Qi Zeng Heng Ji HILM 14 12 0 23 May 2023
Improving Factual Consistency in Summarization with Compression-Based Post-Editing Alexander R. Fabbri Prafulla Kumar Choubey Jesse Vig Chien-Sheng Wu Caiming Xiong HILM KELM 42 17 0 11 Nov 2022
NormSAGE: Multi-Lingual Multi-Cultural Norm Discovery from Conversations On-the-Fly Yi Ren Fung Tuhin Chakraborty Hao Guo Owen Rambow Smaranda Muresan Heng Ji 8 39 0 16 Oct 2022
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
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 202 791 0 13 Sep 2019