Faithful to the Original: Fact Aware Neural Abstractive Summarization

13 November 2017

Sujian Li

Papers citing "Faithful to the Original: Fact Aware Neural Abstractive Summarization"

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Title
Stick to Facts: Towards Fidelity-oriented Product Description Generation Zhangming Chan Preslav Nakov Yongliang Wang J. Li Qing Cui Kun Gai Dongyan Zhao Rui Yan 77 23 0 11 Mar 2025
DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion Huiguo He Huan Yang Zixi Tuo Yuan Zhou Qiuyue Wang Yuhang Zhang Zeyu Liu Wenhao Huang Hongyang Chao Jian Yin DiffM VGen 62 12 0 17 Jul 2024
Utilizing GPT to Enhance Text Summarization: A Strategy to Minimize Hallucinations Hassan Shakil Zeydy Ortiz Grant C. Forbes 21 3 0 07 May 2024
A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods Hanlei Jin Yang Zhang Dan Meng Jun Wang Jinghua Tan 68 80 0 05 Mar 2024
GenAudit: Fixing Factual Errors in Language Model Outputs with Evidence Kundan Krishna S. Ramprasad Prakhar Gupta Byron C. Wallace Zachary Chase Lipton Jeffrey P. Bigham HILM KELM SyDa 52 9 0 19 Feb 2024
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation Wei-Lin Chen Cheng-Kuang Wu Hsin-Hsi Chen Chung-Chi Chen HILM 26 6 0 23 Oct 2023
AlignScore: Evaluating Factual Consistency with a Unified Alignment Function Yuheng Zha Yichi Yang Ruichen Li Zhiting Hu HILM 21 180 0 26 May 2023
Pointwise Mutual Information Based Metric and Decoding Strategy for Faithful Generation in Document Grounded Dialogs Yatin Nandwani Vineet Kumar Dinesh Raghu Sachindra Joshi Luis Lastras 35 6 0 20 May 2023
Counterfactual Debiasing for Generating Factually Consistent Text Summaries Chenhe Dong Yuexiang Xie Yaliang Li Ying Shen CML HILM 29 0 0 18 May 2023
What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific Summarization Griffin Adams Bichlien H. Nguyen Jake A. Smith Yingce Xia Shufang Xie Anna Ostropolets Budhaditya Deb Yuan Chen Tristan Naumann Noémie Elhadad 32 8 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 32 18 0 10 May 2023
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment Yang Liu Dan Iter Yichong Xu Shuohang Wang Ruochen Xu Chenguang Zhu ELM ALM LM&MA 59 1,082 0 29 Mar 2023
Contrastive Error Attribution for Finetuned Language Models Faisal Ladhak Esin Durmus Tatsunori Hashimoto HILM 32 9 0 21 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 Percy Liang LM&MA ALM 58 100 0 19 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 44 4 0 07 Dec 2022
Converge to the Truth: Factual Error Correction via Iterative Constrained Editing Jiangjie Chen Rui Xu Wenyuan Zeng Changzhi Sun Lei Li Yanghua Xiao KELM 46 9 0 22 Nov 2022
When to Use What: An In-Depth Comparative Empirical Analysis of OpenIE Systems for Downstream Applications Kevin Pei Ishan Jindal Kevin Chen-Chuan Chang Chengxiang Zhai Yunyao Li 43 7 0 15 Nov 2022
FRSUM: Towards Faithful Abstractive Summarization via Enhancing Factual Robustness Wenhao Wu Wei Li Jiachen Liu Xinyan Xiao Ziqiang Cao Sujian Li Hua Wu HILM 32 10 0 01 Nov 2022
Controllable Factuality in Document-Grounded Dialog Systems Using a Noisy Channel Model Nico Daheim David Thulke Christian Dugast Hermann Ney HILM 19 4 0 31 Oct 2022
How Far are We from Robust Long Abstractive Summarization? Huan Yee Koh Jiaxin Ju He Zhang Ming Liu Shirui Pan HILM 31 39 0 30 Oct 2022
Evaluating Parameter Efficient Learning for Generation Peng Xu M. Patwary Shrimai Prabhumoye Virginia Adams R. Prenger Ming-Yu Liu Nayeon Lee M. Shoeybi Bryan Catanzaro MoE 35 3 0 25 Oct 2022
Precisely the Point: Adversarial Augmentations for Faithful and Informative Text Generation Wenhao Wu Wei Li Jiachen Liu Xinyan Xiao Sujian Li Yajuan Lyu 39 3 0 22 Oct 2022
Analyzing and Evaluating Faithfulness in Dialogue Summarization Bin Wang Chen Zhang Yan Zhang Yiming Chen Haizhou Li HILM 41 15 0 21 Oct 2022
Towards a Unified Multi-Dimensional Evaluator for Text Generation Ming Zhong Yang Liu Da Yin Yuning Mao Yizhu Jiao Peng Liu Chenguang Zhu Heng Ji Jiawei Han ELM 45 255 0 13 Oct 2022
Shortcomings of Question Answering Based Factuality Frameworks for Error Localization Ryo Kamoi Tanya Goyal Greg Durrett HILM 39 14 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 40 0 0 06 Oct 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 29 19 0 21 Sep 2022
Entity-based SpanCopy for Abstractive Summarization to Improve the Factual Consistency Wen Xiao Giuseppe Carenini HILM 37 16 0 07 Sep 2022
Abstractive Meeting Summarization: A Survey Virgile Rennard Guokan Shang Julie Hunter Michalis Vazirgiannis 40 15 0 08 Aug 2022
SETSum: Summarization and Visualization of Student Evaluations of Teaching Yinuo Hu Shiyue Zhang Viji Sathy A. Panter Joey Tianyi Zhou 30 4 0 08 Jul 2022
Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control Haopeng Zhang Semih Yavuz Wojciech Kry'sciñski Kazuma Hashimoto Yingbo Zhou HILM 38 34 0 05 Jul 2022
An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics Huan Yee Koh Jiaxin Ju Ming Liu Shirui Pan 81 122 0 03 Jul 2022
Why is constrained neural language generation particularly challenging? Cristina Garbacea Qiaozhu Mei 59 14 0 11 Jun 2022
Descartes: Generating Short Descriptions of Wikipedia Articles Marija Sakota Maxime Peyrard Robert West VLM 20 2 0 20 May 2022
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization Prasetya Ajie Utama Joshua Bambrick N. Moosavi Iryna Gurevych HILM 16 42 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 13 10 0 04 May 2022
Faithful to the Document or to the World? Mitigating Hallucinations via Entity-linked Knowledge in Abstractive Summarization Yue Dong John Wieting Pat Verga HILM 24 24 0 28 Apr 2022
Predicting Intervention Approval in Clinical Trials through Multi-Document Summarization Georgios Katsimpras George Giannakopoulos 22 5 0 01 Apr 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 73 2,248 0 08 Feb 2022
CONFIT: Toward Faithful Dialogue Summarization with Linguistically-Informed Contrastive Fine-tuning Xiangru Tang Arjun Nair Borui Wang Bingyao Wang Jai Desai Aaron Wade Haoran Li Asli Celikyilmaz Yashar Mehdad Dragomir R. Radev HILM 25 62 0 16 Dec 2021
TODSum: Task-Oriented Dialogue Summarization with State Tracking Lulu Zhao Fujia Zheng Keqing He Weihao Zeng Yuejie Lei Huixing Jiang Wei Wu Weiran Xu Jun Guo Fanyu Meng 42 23 0 25 Oct 2021
Explainable Fact-checking through Question Answering Jing Yang D. Vega-Oliveros Taís Seibt Anderson de Rezende Rocha HILM 27 14 0 11 Oct 2021
Truth-Conditional Captioning of Time Series Data Harsh Jhamtani Taylor Berg-Kirkpatrick AI4TS 43 7 0 05 Oct 2021
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News Summarization Xinnuo Xu Ondrej Dusek Shashi Narayan Verena Rieser Ioannis Konstas HILM 28 6 0 22 Sep 2021
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation Mingkai Deng Bowen Tan Zhengzhong Liu Eric Xing Zhiting Hu 16 72 0 14 Sep 2021
StreamHover: Livestream Transcript Summarization and Annotation Sangwoo Cho Franck Dernoncourt Timothy Jeewun Ganter Trung Bui Nedim Lipka Walter Chang Hailin Jin Jonathan Brandt H. Foroosh Fei Liu 3DGS AI4TS 24 29 0 11 Sep 2021
Alleviating Exposure Bias via Contrastive Learning for Abstractive Text Summarization Shichao Sun Wenjie Li 24 26 0 26 Aug 2021
Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features Hannah Rashkin David Reitter Gaurav Singh Tomar Dipanjan Das 167 101 0 14 Jul 2021
How well do you know your summarization datasets? Priyam Tejaswin Dhruv Naik Peng Liu 33 26 0 21 Jun 2021
Coreference-Aware Dialogue Summarization Zhengyuan Liu Ke Shi Nancy F. Chen 27 59 0 16 Jun 2021