On Faithfulness and Factuality in Abstractive Summarization

2 May 2020

Papers citing "On Faithfulness and Factuality in Abstractive Summarization"

50 / 257 papers shown

Title
Improving Radiology Report Generation Systems by Removing Hallucinated References to Non-existent Priors Vignav Ramesh Nathan Chi Pranav Rajpurkar MedIm 36 49 0 27 Sep 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 35 19 0 21 Sep 2022
The Whole Truth and Nothing But the Truth: Faithful and Controllable Dialogue Response Generation with Dataflow Transduction and Constrained Decoding Hao Fang Anusha Balakrishnan Harsh Jhamtani Jonathan Bufe J. Crawford Jayant Krishnamurthy Adam Pauls J. Eisner Jacob Andreas Dan Klein 32 5 0 16 Sep 2022
Unsupervised Opinion Summarization Using Approximate Geodesics Somnath Basu Roy Chowdhury Nicholas Monath Kumar Avinava Dubey Amr Ahmed Snigdha Chaturvedi 49 7 0 15 Sep 2022
Entity-based SpanCopy for Abstractive Summarization to Improve the Factual Consistency Wen Xiao Giuseppe Carenini HILM 37 16 0 07 Sep 2022
Podcast Summary Assessment: A Resource for Evaluating Summary Assessment Methods Potsawee Manakul Mark Gales 15 5 0 28 Aug 2022
PEER: A Collaborative Language Model Timo Schick Jane Dwivedi-Yu Zhengbao Jiang Fabio Petroni Patrick Lewis Gautier Izacard Qingfei You Christoforos Nalmpantis Edouard Grave Sebastian Riedel ALM 54 93 0 24 Aug 2022
DeepGen: Diverse Search Ad Generation and Real-Time Customization Konstantin Golobokov Junyi Chai Victor Ye Dong Mandy Gu Bingyu Chi Jie Cao Yulan Yan Yi Liu 31 8 0 06 Aug 2022
SMART: Sentences as Basic Units for Text Evaluation Reinald Kim Amplayo Peter J. Liu Yao-Min Zhao Shashi Narayan 38 21 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 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 83 122 0 03 Jul 2022
Conditional Generation with a Question-Answering Blueprint Shashi Narayan Joshua Maynez Reinald Kim Amplayo Kuzman Ganchev Annie Louis Fantine Huot Anders Sandholm Dipanjan Das Mirella Lapata 66 47 0 01 Jul 2022
Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities Zejiang Shen Kyle Lo L. Yu N. Dahlberg Margo Schlanger Doug Downey ELM AILaw 39 44 0 22 Jun 2022
Teaching Models to Express Their Uncertainty in Words Stephanie C. Lin Jacob Hilton Owain Evans OOD 35 368 0 28 May 2022
Re-Examining Calibration: The Case of Question Answering Chenglei Si Chen Zhao Sewon Min Jordan L. Boyd-Graber 67 30 0 25 May 2022
Leveraging Locality in Abstractive Text Summarization Yixin Liu Ansong Ni Linyong Nan Budhaditya Deb Chenguang Zhu Ahmed Hassan Awadallah Dragomir R. Radev 35 18 0 25 May 2022
TempLM: Distilling Language Models into Template-Based Generators Tianyi Zhang Mina Lee Lisa Li Ende Shen Tatsunori B. Hashimoto VLM 45 5 0 23 May 2022
Down and Across: Introducing Crossword-Solving as a New NLP Benchmark Saurabh Kulshreshtha Olga Kovaleva Namrata Shivagunde Anna Rumshisky ELM LRM 37 4 0 20 May 2022
Can Foundation Models Wrangle Your Data? A. Narayan Ines Chami Laurel J. Orr Simran Arora Christopher Ré LMTD AI4CE 181 214 0 20 May 2022
RankGen: Improving Text Generation with Large Ranking Models Kalpesh Krishna Yapei Chang John Wieting Mohit Iyyer AIMat 24 68 0 19 May 2022
FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive Summarization David Wan Joey Tianyi Zhou HILM 25 68 0 16 May 2022
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization Prasetya Ajie Utama Joshua Bambrick N. Moosavi Iryna Gurevych HILM 24 42 0 12 May 2022
PREME: Preference-based Meeting Exploration through an Interactive Questionnaire Negar Arabzadeh Ali Ahmadvand Julia Kiseleva Yang Liu Ahmed Hassan Awadallah Ming Zhong Milad Shokouhi 28 4 0 05 May 2022
Efficient Few-Shot Fine-Tuning for Opinion Summarization Arthur Bravzinskas Ramesh Nallapati Joey Tianyi Zhou Markus Dreyer 19 24 0 04 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 15 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
Evaluating Factuality in Text Simplification Ashwin Devaraj William Sheffield Byron C. Wallace Junyi Jessy Li HILM 27 41 0 15 Apr 2022
Stretching Sentence-pair NLI Models to Reason over Long Documents and Clusters Tal Schuster Sihao Chen S. Buthpitiya Alex Fabrikant Donald Metzler 31 41 0 15 Apr 2022
GPT-NeoX-20B: An Open-Source Autoregressive Language Model Sid Black Stella Biderman Eric Hallahan Quentin G. Anthony Leo Gao ... Shivanshu Purohit Laria Reynolds J. Tow Benqi Wang Samuel Weinbach 102 803 0 14 Apr 2022
A Well-Composed Text is Half Done! Composition Sampling for Diverse Conditional Generation Shashi Narayan Gonccalo Simoes Yao-Min Zhao Joshua Maynez Dipanjan Das Michael Collins Mirella Lapata 29 30 0 28 Mar 2022
Towards Abstractive Grounded Summarization of Podcast Transcripts Kaiqiang Song Chen Li Xiaoyang Wang Dong Yu Fei Liu 35 9 0 22 Mar 2022
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization Moussa Kamal Eddine Nadi Tomeh Nizar Habash Joseph Le Roux Michalis Vazirgiannis 30 44 0 21 Mar 2022
Probing Factually Grounded Content Transfer with Factual Ablation Peter West Chris Quirk Michel Galley Yejin Choi HILM 30 9 0 18 Mar 2022
Don't Say What You Don't Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search Daniel King Zejiang Shen Nishant Subramani Daniel S. Weld Iz Beltagy Doug Downey HILM 28 31 0 16 Mar 2022
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods Wei Li Wenhao Wu Moye Chen Jiachen Liu Xinyan Xiao Hua Wu HILM 29 27 0 10 Mar 2022
Internet-augmented language models through few-shot prompting for open-domain question answering Angeliki Lazaridou E. Gribovskaya Wojciech Stokowiec N. Grigorev KELM LRM 20 132 0 10 Mar 2022
IT5: Text-to-text Pretraining for Italian Language Understanding and Generation Gabriele Sarti Malvina Nissim AILaw 23 42 0 07 Mar 2022
Paper Plain: Making Medical Research Papers Approachable to Healthcare Consumers with Natural Language Processing Tal August Lucy Lu Wang Jonathan Bragg Marti A. Hearst Andrew Head Kyle Lo 28 40 0 28 Feb 2022
Learning Cluster Patterns for Abstractive Summarization Sung-Guk Jo Jeong-Jae Kim Byung-Won On 24 3 0 22 Feb 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 82 2,254 0 08 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 447 8,699 0 28 Jan 2022
DiscoScore: Evaluating Text Generation with BERT and Discourse Coherence Wei Zhao Michael Strube Steffen Eger 27 37 0 26 Jan 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation Alisa Liu Swabha Swayamdipta Noah A. Smith Yejin Choi 82 213 0 16 Jan 2022
Measuring Attribution in Natural Language Generation Models Hannah Rashkin Vitaly Nikolaev Matthew Lamm Lora Aroyo Michael Collins Dipanjan Das Slav Petrov Gaurav Singh Tomar Iulia Turc David Reitter 39 174 0 23 Dec 2021
WebGPT: Browser-assisted question-answering with human feedback Reiichiro Nakano Jacob Hilton S. Balaji Jeff Wu Ouyang Long ... Gretchen Krueger Kevin Button Matthew Knight B. Chess John Schulman ALM RALM 123 1,210 0 17 Dec 2021
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
QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization Alexander R. Fabbri C. Wu Wenhao Liu Caiming Xiong HILM 22 208 0 16 Dec 2021
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 131 0 15 Dec 2021
Massive-scale Decoding for Text Generation using Lattices Jiacheng Xu Siddhartha Reddy Jonnalagadda Greg Durrett AI4CE 40 8 0 14 Dec 2021
Natural Answer Generation: From Factoid Answer to Full-length Answer using Grammar Correction Manas Jain S. Saha P. Bhattacharyya Gladvin Chinnadurai M. Vatsa 29 2 0 07 Dec 2021