CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization

19 September 2021

Papers citing "CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization"

38 / 38 papers shown

Title
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation Song Duong Florian Le Bronnec Alexandre Allauzen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari HILM 50 0 0 20 Feb 2025
Can Your Uncertainty Scores Detect Hallucinated Entity? Min-Hsuan Yeh Max Kamachee Seongheon Park Yixuan Li HILM 55 1 0 17 Feb 2025
Fact-Preserved Personalized News Headline Generation Zhao Yang Junhong Lian Xiang Ao 95 1 0 21 Jan 2025
Leveraging Entailment Judgements in Cross-Lingual Summarisation Huajian Zhang Laura Perez-Beltrachini HILM 41 0 0 01 Aug 2024
Factual Dialogue Summarization via Learning from Large Language Models Rongxin Zhu Jey Han Lau Jianzhong Qi HILM 52 1 0 20 Jun 2024
Fine-Grained Natural Language Inference Based Faithfulness Evaluation for Diverse Summarisation Tasks Huajian Zhang Yumo Xu Laura Perez-Beltrachini HILM 32 9 0 27 Feb 2024
PELMS: Pre-training for Effective Low-Shot Multi-Document Summarization Joseph Peper Wenzhao Qiu Lu Wang 23 0 0 16 Nov 2023
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
Large-Scale and Multi-Perspective Opinion Summarization with Diverse Review Subsets Han Jiang Rui Wang Zhihua Wei Yu Li Xinpeng Wang 37 4 0 20 Oct 2023
Calibrating Likelihoods towards Consistency in Summarization Models Polina Zablotskaia Misha Khalman Rishabh Joshi Livio Baldini Soares Shoshana Jakobovits Joshua Maynez Shashi Narayan 31 3 0 12 Oct 2023
Improving Summarization with Human Edits Zonghai Yao Benjamin J Schloss Sai P. Selvaraj 26 3 0 09 Oct 2023
Annotating and Detecting Fine-grained Factual Errors for Dialogue Summarization Rongxin Zhu Jianzhong Qi Jey Han Lau 42 9 0 26 May 2023
Evaluating Factual Consistency of Summaries with Large Language Models Shiqi Chen Siyang Gao Junxian He ELM LRM HILM 35 6 0 23 May 2023
Revisiting the Architectures like Pointer Networks to Efficiently Improve the Next Word Distribution, Summarization Factuality, and Beyond Haw-Shiuan Chang Zonghai Yao Alolika Gon Hong-ye Yu Andrew McCallum 43 10 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
Zero-shot Faithful Factual Error Correction Kung-Hsiang Huang Hou Pong Chan Heng Ji KELM HILM 26 30 0 13 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 30 8 0 12 May 2023
Contrastive Learning Reduces Hallucination in Conversations Weiwei Sun Zhengliang Shi Shen Gao Pengjie Ren Maarten de Rijke Z. Ren 42 62 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
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 99 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 24 132 0 15 Dec 2022
Adaptive Contrastive Learning on Multimodal Transformer for Review Helpfulness Predictions Thong Nguyen Xiaobao Wu A. Luu Cong-Duy Nguyen Zhen Hai Lidong Bing 34 13 0 07 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
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 33 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 14 0 21 Oct 2022
Summary Workbench: Unifying Application and Evaluation of Text Summarization Models S. Syed Dominik Schwabe Martin Potthast 22 0 0 18 Oct 2022
Near-Negative Distinction: Giving a Second Life to Human Evaluation Datasets Philippe Laban Chien-Sheng Wu Wenhao Liu Caiming Xiong 41 5 0 13 May 2022
Probing Factually Grounded Content Transfer with Factual Ablation Peter West Chris Quirk Michel Galley Yejin Choi HILM 30 9 0 18 Mar 2022
Semi-supervised New Event Type Induction and Description via Contrastive Loss-Enforced Batch Attention Carl Edwards Heng Ji 30 9 0 12 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 58 2,243 0 08 Feb 2022
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 231 305 0 27 Apr 2021
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 228 143 0 18 Apr 2021
Entity-level Factual Consistency of Abstractive Text Summarization Feng Nan Ramesh Nallapati Zhiguo Wang Cicero Nogueira dos Santos Henghui Zhu Dejiao Zhang Kathleen McKeown Bing Xiang HILM 144 157 0 18 Feb 2021
GO FIGURE: A Meta Evaluation of Factuality in Summarization Saadia Gabriel Asli Celikyilmaz Rahul Jha Yejin Choi Jianfeng Gao HILM 238 96 0 24 Oct 2020
Factual Error Correction for Abstractive Summarization Models Mengyao Cao Yue Dong Jiapeng Wu Jackie C.K. Cheung HILM KELM 169 159 0 17 Oct 2020
Stanza: A Python Natural Language Processing Toolkit for Many Human Languages Peng Qi Yuhao Zhang Yuhui Zhang Jason Bolton Christopher D. Manning AI4TS 213 1,654 0 16 Mar 2020
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 258 1,432 0 22 Aug 2019