On Faithfulness and Factuality in Abstractive Summarization

2 May 2020

Papers citing "On Faithfulness and Factuality in Abstractive Summarization"

50 / 257 papers shown

Title
Do Multi-Document Summarization Models Synthesize? Jay DeYoung Stephanie C. Martinez Iain J. Marshall Byron C. Wallace 24 8 0 31 Jan 2023
Affective Faces for Goal-Driven Dyadic Communication Scott Geng Revant Teotia Purva Tendulkar Sachit Menon Carl Vondrick VGen 34 19 0 26 Jan 2023
Understanding and Detecting Hallucinations in Neural Machine Translation via Model Introspection Weijia Xu Sweta Agrawal Eleftheria Briakou Marianna J. Martindale Marine Carpuat HILM 27 47 0 18 Jan 2023
Diving Deep into Modes of Fact Hallucinations in Dialogue Systems Souvik Das Sougata Saha Rohini Srihari HILM 15 30 0 11 Jan 2023
Examining Political Rhetoric with Epistemic Stance Detection Ankita Gupta Su Lin Blodgett Justin H. Gross Brendan O'Connor 22 0 0 29 Dec 2022
OpineSum: Entailment-based self-training for abstractive opinion summarization Annie Louis Joshua Maynez 43 7 0 21 Dec 2022
Contrastive Error Attribution for Finetuned Language Models Faisal Ladhak Esin Durmus Tatsunori Hashimoto HILM 32 9 0 21 Dec 2022
WeCheck: Strong Factual Consistency Checker via Weakly Supervised Learning Wenhao Wu Wei Li Xinyan Xiao Jiachen Liu Sujian Li Yajuan Lv HILM 31 4 0 20 Dec 2022
On Improving Summarization Factual Consistency from Natural Language Feedback Yixin Liu Budhaditya Deb Milagro Teruel Aaron L Halfaker Dragomir R. Radev Ahmed Hassan Awadallah HILM 29 35 0 20 Dec 2022
BUMP: A Benchmark of Unfaithful Minimal Pairs for Meta-Evaluation of Faithfulness Metrics Liang Ma Shuyang Cao IV RobertL.Logan Di Lu Shihao Ran Kecheng Zhang Joel R. Tetreault A. Jaimes 17 6 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 Percy Liang LM&MA ALM 63 100 0 19 Dec 2022
Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences Asish Ghoshal Arash Einolghozati A. Arun Haoran Li L. Yu Vera Gor Yashar Mehdad Scott Yih Asli Celikyilmaz HILM 29 1 0 19 Dec 2022
Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human Evaluation Yixin Liu Alexander R. Fabbri Pengfei Liu Yilun Zhao Linyong Nan ... Simeng Han Chenyu You Chien-Sheng Wu Caiming Xiong Dragomir R. Radev ALM 31 133 0 15 Dec 2022
Discovering Latent Knowledge in Language Models Without Supervision Collin Burns Haotian Ye Dan Klein Jacob Steinhardt 73 331 0 07 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 52 4 0 07 Dec 2022
KATSum: Knowledge-aware Abstractive Text Summarization Guan-Hua Wang Weihua Li E. Lai Jianhua Jiang 15 2 0 06 Dec 2022
A Survey on Medical Document Summarization Raghav Jain Anubhav Jangra S. Saha Adam Jatowt 3DGS MedIm 44 19 0 03 Dec 2022
CoP: Factual Inconsistency Detection by Controlling the Preference Shuaijie She Xiang Geng Shujian Huang Jiajun Chen 33 4 0 03 Dec 2022
Improving Iterative Text Revision by Learning Where to Edit from Other Revision Tasks Zae Myung Kim Wanyu Du Vipul Raheja Dhruv Kumar Dongyeop Kang 15 16 0 02 Dec 2022
HaRiM $^+$ : Evaluating Summary Quality with Hallucination Risk Seonil Son Junsoo Park J. Hwang Junghwa Lee Hyungjong Noh Yeonsoo Lee HILM 19 8 0 22 Nov 2022
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 49 17 0 11 Nov 2022
Computing and Exploiting Document Structure to Improve Unsupervised Extractive Summarization of Legal Case Decisions Yang Zhong Diane Litman 21 6 0 06 Nov 2022
Eliciting Knowledge from Large Pre-Trained Models for Unsupervised Knowledge-Grounded Conversation Yanyang Li Jianqiao Zhao M. Lyu Liwei Wang 24 15 0 03 Nov 2022
Two-stage LLM Fine-tuning with Less Specialization and More Generalization Yihan Wang Si Si Daliang Li Michal Lukasik Felix X. Yu Cho-Jui Hsieh Inderjit S Dhillon Sanjiv Kumar 46 29 0 01 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 35 10 0 01 Nov 2022
CCS Explorer: Relevance Prediction, Extractive Summarization, and Named Entity Recognition from Clinical Cohort Studies Irfan Al-Hussaini D. An Albert Lee Sarah Bi Cassie S. Mitchell 14 7 0 01 Nov 2022
SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control Xiaochuang Han Sachin Kumar Yulia Tsvetkov 45 80 0 31 Oct 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
Questioning the Validity of Summarization Datasets and Improving Their Factual Consistency Yanzhu Guo Chloé Clavel Moussa Kamal Eddine Michalis Vazirgiannis HILM 32 11 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 33 39 0 30 Oct 2022
Toward Unifying Text Segmentation and Long Document Summarization Sangwoo Cho Kaiqiang Song Xiaoyang Wang Fei Liu Dong Yu 24 34 0 28 Oct 2022
Improving abstractive summarization with energy-based re-ranking Diogo Pernes Afonso Mendes André F. T. Martins 23 6 0 27 Oct 2022
Contrastive Decoding: Open-ended Text Generation as Optimization Xiang Lisa Li Ari Holtzman Daniel Fried Percy Liang Jason Eisner Tatsunori Hashimoto Luke Zettlemoyer M. Lewis 51 329 0 27 Oct 2022
Mutual Information Alleviates Hallucinations in Abstractive Summarization Liam van der Poel Ryan Cotterell Clara Meister HILM 18 58 0 24 Oct 2022
RuCoLA: Russian Corpus of Linguistic Acceptability Vladislav Mikhailov T. Shamardina Max Ryabinin A. Pestova I. Smurov Ekaterina Artemova 32 28 0 23 Oct 2022
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling Vidhisha Balachandran Hannaneh Hajishirzi William W. Cohen Yulia Tsvetkov HILM KELM 92 46 0 22 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 42 3 0 22 Oct 2022
Salience Allocation as Guidance for Abstractive Summarization Fei Wang Kaiqiang Song Hongming Zhang Lifeng Jin Sangwoo Cho Wenlin Yao Xiaoyang Wang Muhao Chen Dong Yu 60 32 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
Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature Tomas Goldsack Zhihao Zhang Chenghua Lin Carolina Scarton 32 74 0 18 Oct 2022
Taxonomy of Abstractive Dialogue Summarization: Scenarios, Approaches and Future Directions Qi Jia Yizhu Liu Siyu Ren Kenny Q. Zhu 29 6 0 18 Oct 2022
Summary Workbench: Unifying Application and Evaluation of Text Summarization Models S. Syed Dominik Schwabe Martin Potthast 22 0 0 18 Oct 2022
Mitigating Covertly Unsafe Text within Natural Language Systems Alex Mei Anisha Kabir Sharon Levy Melanie Subbiah Emily Allaway J. Judge D. Patton Bruce Bimber Kathleen McKeown William Yang Wang 53 13 0 17 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 41 258 0 17 Oct 2022
Plausible May Not Be Faithful: Probing Object Hallucination in Vision-Language Pre-training Wenliang Dai Zihan Liu Ziwei Ji Dan Su Pascale Fung MLLM VLM 32 63 0 14 Oct 2022
Query Expansion Using Contextual Clue Sampling with Language Models Linqing Liu Minghan Li Jimmy J. Lin Sebastian Riedel Pontus Stenetorp 39 10 0 13 Oct 2022
Shortcomings of Question Answering Based Factuality Frameworks for Error Localization Ryo Kamoi Tanya Goyal Greg Durrett HILM 44 14 0 13 Oct 2022
Hierarchical3D Adapters for Long Video-to-text Summarization Pinelopi Papalampidi Mirella Lapata VGen 36 12 0 10 Oct 2022
Readability Controllable Biomedical Document Summarization Zheheng Luo Qianqian Xie Sophia Ananiadou 45 36 0 10 Oct 2022
Out-of-Distribution Detection and Selective Generation for Conditional Language Models Jie Jessie Ren Jiaming Luo Yao-Min Zhao Kundan Krishna Mohammad Saleh Balaji Lakshminarayanan Peter J. Liu OODD 75 98 0 30 Sep 2022