Annotating and Modeling Fine-grained Factuality in Summarization

North American Chapter of the Association for Computational Linguistics (NAACL), 2021

9 April 2021

Papers citing "Annotating and Modeling Fine-grained Factuality in Summarization"

50 / 119 papers shown

Title
Annotating and Detecting Fine-grained Factual Errors for Dialogue SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Rongxin Zhu Jianzhong Qi Jey Han Lau 243 11 0 26 May 2023
Neural Natural Language Processing for Long Texts: A Survey on Classification and SummarizationEngineering applications of artificial intelligence (Eng. Appl. Artif. Intell.), 2023 Dimitrios Tsirmpas Ioannis Gkionis Georgios Th. Papadopoulos Ioannis Mademlis AILaw AI4TS AI4CE 379 37 0 25 May 2023
Improving Factuality of Abstractive Summarization without Sacrificing Summary QualityAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Tanay Dixit Fei Wang Muhao Chen HILM 125 11 0 24 May 2023
Trusting Your Evidence: Hallucinate Less with Context-aware DecodingNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Weijia Shi Xiaochuang Han M. Lewis Yulia Tsvetkov Luke Zettlemoyer Scott Yih HILM 218 284 0 24 May 2023
Interpretable Automatic Fine-grained Inconsistency Detection in Text SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Hou Pong Chan Qi Zeng Chenhui Xu HILM 193 14 0 23 May 2023
USB: A Unified Summarization Benchmark Across Tasks and DomainsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Kundan Krishna Prakhar Gupta S. Ramprasad Byron C. Wallace Jeffrey P. Bigham Zachary Chase Lipton HILM 263 9 0 23 May 2023
ManiTweet: A New Benchmark for Identifying Manipulation of News on Social MediaInternational Conference on Computational Linguistics (COLING), 2023 Kung-Hsiang Huang Hou Pong Chan Kathleen McKeown Heng Ji 224 1 0 23 May 2023
Evaluating Factual Consistency of Summaries with Large Language Models Shiqi Chen Siyang Gao Junxian He ELM LRM HILM 152 9 0 23 May 2023
Detecting and Mitigating Hallucinations in Multilingual SummarisationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yifu Qiu Yftah Ziser Anna Korhonen Edoardo Ponti Shay B. Cohen HILM 336 58 0 23 May 2023
Counterfactual Debiasing for Generating Factually Consistent Text Summaries Chenhe Dong Yuexiang Xie Yaliang Li Ying Shen CML HILM 155 1 0 18 May 2023
It Takes Two to Tango: Navigating Conceptualizations of NLP Tasks and Measurements of PerformanceAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Arjun Subramonian Xingdi Yuan Hal Daumé Su Lin Blodgett 192 21 0 15 May 2023
FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual KnowledgeConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Shangbin Feng Vidhisha Balachandran Yuyang Bai Yulia Tsvetkov KELM HILM 284 62 0 14 May 2023
What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Griffin Adams Bichlien H. Nguyen Jake A. Smith Ziheng Lu Shufang Xie Anna Ostropolets Budhaditya Deb Yuan Chen Tristan Naumann Noémie Elhadad 248 11 0 12 May 2023
A Method to Automate the Discharge Summary Hospital Course for Neurology Patients Vince C. Hartman Sanika S. Bapat M. Weiner B. Navi E. Sholle T. Campion 197 28 0 10 May 2023
HistAlign: Improving Context Dependency in Language Generation by Aligning with HistoryConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 David Wan Shiyue Zhang Joey Tianyi Zhou AI4TS 176 9 0 08 May 2023
Expository Text Generation: Imitate, Retrieve, ParaphraseConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Nishant Balepur Jie Huang Kevin Chen-Chuan Chang 191 11 0 05 May 2023
Personalized Abstractive Summarization by Tri-agent Generation PipelineFindings (Findings), 2023 Md Aminul Haque Palash Sourav Saha Faria Afrin Pengcheng He 256 6 0 04 May 2023
Can LMs Generalize to Future Data? An Empirical Analysis on Text SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 C. Cheang Hou Pong Chan Yang Li Xuebo Liu Zhao Li Yanming Sun Shudong Liu Lidia S. Chao 497 10 0 03 May 2023
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current ChallengesConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 S. Ramprasad Denis Jered McInerney Iain J. Marshal Byron C. Wallace 202 14 0 07 Mar 2023
A Meta-Evaluation of Faithfulness Metrics for Long-Form Hospital-Course SummarizationMachine Learning in Health Care (MLHC), 2023 Griffin Adams Jason Zucker Noémie Elhadad 179 26 0 07 Mar 2023
Faithfulness-Aware Decoding Strategies for Abstractive SummarizationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 David Wan Mengwen Liu Kathleen McKeown Markus Dreyer Joey Tianyi Zhou HILM 228 42 0 06 Mar 2023
WiCE: Real-World Entailment for Claims in WikipediaConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Ryo Kamoi Tanya Goyal Juan Diego Rodriguez Greg Durrett 209 116 0 02 Mar 2023
Learning with Rejection for Abstractive Text SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Mengyao Cao Yue Dong Jingyi He Jackie C.K. Cheung 176 9 0 16 Feb 2023
mFACE: Multilingual Summarization with Factual Consistency EvaluationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Roee Aharoni Shashi Narayan Joshua Maynez Jonathan Herzig Elizabeth Clark Mirella Lapata HILM 281 52 0 20 Dec 2022
WeCheck: Strong Factual Consistency Checker via Weakly Supervised LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Wenhao Wu Wei Li Xinyan Xiao Jiachen Liu Sujian Li Yajuan Lv HILM 233 8 0 20 Dec 2022
On Improving Summarization Factual Consistency from Natural Language FeedbackAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Yixin Liu Budhaditya Deb Milagro Teruel Aaron L Halfaker Dragomir R. Radev Ahmed Hassan Awadallah HILM 197 45 0 20 Dec 2022
Evaluating Human-Language Model Interaction Mina Lee Megha Srivastava Amelia Hardy John Thickstun Esin Durmus ... Hancheng Cao Tony Lee Rishi Bommasani Michael S. Bernstein Abigail Z. Jacobs LM&MA ALM 274 118 0 19 Dec 2022
Improved Beam Search for Hallucination Mitigation in Abstractive Summarization A. Sridhar Erik M. Visser HILM 267 16 0 06 Dec 2022
CoP: Factual Inconsistency Detection by Controlling the PreferenceAAAI Conference on Artificial Intelligence (AAAI), 2022 Shuaijie She Xiang Geng Shujian Huang Jiajun Chen 243 6 0 03 Dec 2022
Prompted Opinion Summarization with GPT-3.5Annual Meeting of the Association for Computational Linguistics (ACL), 2022 Adithya Bhaskar Alexander R. Fabbri Greg Durrett ELM 230 70 0 29 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 257 128 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 238 20 0 11 Nov 2022
Evaluating and Improving Factuality in Multimodal Abstractive SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 David Wan Joey Tianyi Zhou 156 12 0 04 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 163 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 239 43 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 181 39 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 214 6 0 27 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 284 55 0 22 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 151 20 0 21 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 639 280 0 17 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 213 15 0 13 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 208 0 0 06 Oct 2022
News Summarization and Evaluation in the Era of GPT-3 Tanya Goyal Junyi Jessy Li Greg Durrett ELM 397 455 0 26 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 199 37 0 08 Sep 2022
Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control Haopeng Zhang Semih Yavuz Wojciech Kry'sciñski Kazuma Hashimoto Yingbo Zhou HILM 173 38 0 05 Jul 2022
R2D2: Robust Data-to-Text with Replacement DetectionConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Linyong Nan Lorenzo Jaime Yu Flores Yilun Zhao Yixin Liu Luke Benson Weijin Zou Dragomir R. Radev 184 20 0 25 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 251 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 125 74 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 151 48 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 163 11 0 04 May 2022

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Annotating and Modeling Fine-grained Factuality in Summarization

Papers citing "Annotating and Modeling Fine-grained Factuality in Summarization"