Evaluating the Factual Consistency of Abstractive Text Summarization

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2019

28 October 2019

Papers citing "Evaluating the Factual Consistency of Abstractive Text Summarization"

50 / 491 papers shown

Title
ED-FAITH: Evaluating Dialogue Summarization on Faithfulness Sicong Huang Asli Celikyilmaz Haoran Li HILM 94 4 0 15 Nov 2022
Evaluating the Factual Consistency of Large Language Models Through News SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Derek Tam Anisha Mascarenhas Shiyue Zhang Sarah Kwan Joey Tianyi Zhou Colin Raffel HILM 201 123 0 15 Nov 2022
Improving Factual Consistency in Summarization with Compression-Based Post-EditingConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Alexander R. Fabbri Prafulla Kumar Choubey Jesse Vig Chien-Sheng Wu Caiming Xiong HILM KELM 190 18 0 11 Nov 2022
Computing and Exploiting Document Structure to Improve Unsupervised Extractive Summarization of Legal Case Decisions Yang Zhong Diane Litman 146 9 0 06 Nov 2022
Evaluating and Improving Factuality in Multimodal Abstractive SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 David Wan Joey Tianyi Zhou 128 12 0 04 Nov 2022
FRSUM: Towards Faithful Abstractive Summarization via Enhancing Factual RobustnessConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Wenhao Wu Wei Li Jiachen Liu Xinyan Xiao Ziqiang Cao Sujian Li Hua Wu HILM 164 11 0 01 Nov 2022
Questioning the Validity of Summarization Datasets and Improving Their Factual ConsistencyConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Yanzhu Guo Chloé Clavel Moussa Kamal Eddine Michalis Vazirgiannis HILM 131 12 0 31 Oct 2022
How Far are We from Robust Long Abstractive Summarization?Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Huan Yee Koh Jiaxin Ju He Zhang Ming Liu Shirui Pan HILM 155 42 0 30 Oct 2022
Toward Unifying Text Segmentation and Long Document SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Sangwoo Cho Kaiqiang Song Xiaoyang Wang Fei Liu Dong Yu 137 38 0 28 Oct 2022
Improving abstractive summarization with energy-based re-rankingIEEE Games Entertainment Media Conference (GEM), 2022 Diogo Pernes Afonso Mendes Marcely Zanon Boito 110 6 0 27 Oct 2022
BioNLI: Generating a Biomedical NLI Dataset Using Lexico-semantic Constraints for Adversarial ExamplesConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Mohaddeseh Bastan Mihai Surdeanu Niranjan Balasubramanian 151 15 0 26 Oct 2022
Is MultiWOZ a Solved Task? An Interactive TOD Evaluation Framework with User SimulatorConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Qinyuan Cheng Linyang Li Guofeng Quan Feng Gao Xiaofeng Mou Xipeng Qiu 122 17 0 26 Oct 2022
Evaluating Parameter Efficient Learning for GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Peng Xu M. Patwary Shrimai Prabhumoye Virginia Adams R. Prenger Ming-Yu Liu Nayeon Lee Mohammad Shoeybi Bryan Catanzaro MoE 117 3 0 25 Oct 2022
Mutual Information Alleviates Hallucinations in Abstractive SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Liam van der Poel Robert Bamler Clara Meister HILM 188 70 0 24 Oct 2022
How "Multi" is Multi-Document Summarization?Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Ruben Wolhandler Arie Cattan Ori Ernst Ido Dagan 190 13 0 23 Oct 2022
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model InfillingConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Vidhisha Balachandran Hannaneh Hajishirzi William W. Cohen Yulia Tsvetkov HILM KELM 248 51 0 22 Oct 2022
Precisely the Point: Adversarial Augmentations for Faithful and Informative Text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Wenhao Wu Wei Li Jiachen Liu Xinyan Xiao Sujian Li Yajuan Lyu 169 5 0 22 Oct 2022
A Dataset for Plain Language Adaptation of Biomedical AbstractsScientific Data (Sci Data), 2022 Kush Attal Brian D. Ondov Dina Demner-Fushman 109 32 0 21 Oct 2022
Analyzing and Evaluating Faithfulness in Dialogue SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Bin Wang Chen Zhang Yan Zhang Yiming Chen Haizhou Li HILM 115 20 0 21 Oct 2022
Taxonomy of Abstractive Dialogue Summarization: Scenarios, Approaches and Future DirectionsACM Computing Surveys (ACM CSUR), 2022 Qi Jia Yizhu Liu Siyu Ren Kenny Q. Zhu 202 10 0 18 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 432 273 0 17 Oct 2022
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable SurveyConference of the European Chapter of the Association for Computational Linguistics (EACL), 2022 Sachin Kumar Vidhisha Balachandran Lucille Njoo Antonios Anastasopoulos Yulia Tsvetkov ELM 298 98 0 14 Oct 2022
Towards a Unified Multi-Dimensional Evaluator for Text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Ming Zhong Yang Liu Da Yin Yuning Mao Yizhu Jiao Peng Liu Chenguang Zhu Heng Ji Jiawei Han ELM 175 309 0 13 Oct 2022
Shortcomings of Question Answering Based Factuality Frameworks for Error LocalizationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2022 Ryo Kamoi Tanya Goyal Greg Durrett HILM 165 15 0 13 Oct 2022
Hierarchical3D Adapters for Long Video-to-text SummarizationFindings (Findings), 2022 Pinelopi Papalampidi Mirella Lapata VGen 141 14 0 10 Oct 2022
Just ClozE! A Novel Framework for Evaluating the Factual Consistency Faster in Abstractive Summarization Yiyang Li Lei Li Marina Litvak N. Vanetik Dingxing Hu Yuze Li Yanquan Zhou HILM 152 0 0 06 Oct 2022
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question AnsweringTransactions of the Association for Computational Linguistics (TACL), 2022 Shamane Siriwardhana Rivindu Weerasekera Elliott Wen Tharindu Kaluarachchi R. Rana Suranga Nanayakkara VLM 151 247 0 06 Oct 2022
Towards Improving Faithfulness in Abstractive SummarizationNeural Information Processing Systems (NeurIPS), 2022 Preslav Nakov Mingzhe Li Xin Gao Xiangliang Zhang HILM 108 32 0 04 Oct 2022
Probing of Quantitative Values in Abstractive Summarization Models Nathan M. White 123 0 0 03 Oct 2022
WikiDes: A Wikipedia-Based Dataset for Generating Short Descriptions from ParagraphsInformation Fusion (Inf. Fusion), 2022 Hoang Thang Ta Abu Bakar Siddiqur Rahman Navonil Majumder Amir Hussain Lotfollah Najjar N. Howard Soujanya Poria Alexander Gelbukh 134 15 0 27 Sep 2022
News Summarization and Evaluation in the Era of GPT-3 Tanya Goyal Junyi Jessy Li Greg Durrett ELM 244 443 0 26 Sep 2022
ESSumm: Extractive Speech Summarization from Untranscribed MeetingInterspeech (Interspeech), 2022 Jun Wang 100 7 0 14 Sep 2022
Extractive is not Faithful: An Investigation of Broad Unfaithfulness Problems in Extractive SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Shiyue Zhang David Wan Joey Tianyi Zhou HILM 155 34 0 08 Sep 2022
Entity-based SpanCopy for Abstractive Summarization to Improve the Factual Consistency Wen Xiao Giuseppe Carenini HILM 104 18 0 07 Sep 2022
Podcast Summary Assessment: A Resource for Evaluating Summary Assessment Methods Potsawee Manakul Mark Gales 98 5 0 28 Aug 2022
MENLI: Robust Evaluation Metrics from Natural Language InferenceTransactions of the Association for Computational Linguistics (TACL), 2022 Yanran Chen Steffen Eger 273 25 0 15 Aug 2022
Abstractive Meeting Summarization: A SurveyTransactions of the Association for Computational Linguistics (TACL), 2022 Virgile Rennard Guokan Shang Julie Hunter Michalis Vazirgiannis 191 18 0 08 Aug 2022
DialogSum Challenge: Results of the Dialogue Summarization Shared Task Yulong Chen Naihao Deng Yang Liu Yue Zhang 127 6 0 08 Aug 2022
SMART: Sentences as Basic Units for Text EvaluationInternational Conference on Learning Representations (ICLR), 2022 Reinald Kim Amplayo Peter J. Liu Yao-Min Zhao Shashi Narayan 130 22 0 01 Aug 2022
Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control Haopeng Zhang Semih Yavuz Wojciech Kry'sciñski Kazuma Hashimoto Yingbo Zhou HILM 145 37 0 05 Jul 2022
An Empirical Survey on Long Document Summarization: Datasets, Models and MetricsACM Computing Surveys (ACM CSUR), 2022 Huan Yee Koh Jiaxin Ju Ming Liu Shirui Pan 188 150 0 03 Jul 2022
Conditional Generation with a Question-Answering BlueprintTransactions of the Association for Computational Linguistics (TACL), 2022 Shashi Narayan Joshua Maynez Reinald Kim Amplayo Kuzman Ganchev Annie Louis Fantine Huot Anders Sandholm Dipanjan Das Mirella Lapata 192 52 0 01 Jul 2022
Joint Generator-Ranker Learning for Natural Language GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Weizhou Shen Yeyun Gong Yelong Shen Song Wang Xiaojun Quan Nan Duan Weizhu Chen 157 5 0 28 Jun 2022
An Exploration of Post-Editing Effectiveness in Text Summarization Vivian Lai Alison Smith-Renner Ke Zhang Ruijia Cheng Wenjuan Zhang Joel R. Tetreault Alejandro Jaimes 77 4 0 13 Jun 2022
Learning as Conversation: Dialogue Systems Reinforced for Information AcquisitionNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Pengshan Cai H. Wan Fei Liu Mo Yu Hong-ye Yu Sachindra Joshi 142 6 0 29 May 2022
Counterfactual Data Augmentation improves Factuality of Abstractive Summarization Dheeraj Rajagopal Siamak Shakeri Cicero Nogueira dos Santos Eduard H. Hovy Chung-Ching Chang HILM 191 10 0 25 May 2022
FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive SummarizationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 David Wan Joey Tianyi Zhou HILM 113 72 0 16 May 2022
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in SummarizationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Prasetya Ajie Utama Joshua Bambrick N. Moosavi Iryna Gurevych HILM 111 46 0 12 May 2022
Masked Summarization to Generate Factually Inconsistent Summaries for Improved Factual Consistency Checking Hwanhee Lee Kang Min Yoo Joonsuk Park Hwaran Lee Kyomin Jung HILM 103 11 0 04 May 2022
Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-AwarenessNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Yun-Zhu Song Yi-Syuan Chen Hong-Han Shuai 132 24 0 04 May 2022