Inducing Causal Structure for Abstractive Text Summarization

24 August 2023

Papers citing "Inducing Causal Structure for Abstractive Text Summarization"

26 / 26 papers shown

Title
Towards efficient representation identification in supervised learning Kartik Ahuja Divyat Mahajan Vasilis Syrgkanis Ioannis Mitliagkas CoGe OOD DRL 50 19 0 10 Apr 2022
A Causal Lens for Controllable Text Generation Zhiting Hu Erran L. Li 79 64 0 22 Jan 2022
Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation Yuexiang Xie Fei Sun Yang Deng Yaliang Li Bolin Ding HILM 49 54 0 30 Aug 2021
Deep Stable Learning for Out-Of-Distribution Generalization Xingxuan Zhang Peng Cui Renzhe Xu Linjun Zhou Yue He Zheyan Shen OOD 75 257 0 16 Apr 2021
GLM: General Language Model Pretraining with Autoregressive Blank Infilling Zhengxiao Du Yujie Qian Xiao Liu Ming Ding J. Qiu Zhilin Yang Jie Tang BDL AI4CE 120 1,543 0 18 Mar 2021
Unsupervised Extractive Summarization by Pre-training Hierarchical Transformers Shusheng Xu Xingxing Zhang Yi Wu Furu Wei Ming Zhou 90 45 0 16 Oct 2020
Representation Learning via Invariant Causal Mechanisms Jovana Mitrović Brian McWilliams Jacob Walker Lars Buesing Charles Blundell CML OOD SSL 60 249 0 15 Oct 2020
Composed Variational Natural Language Generation for Few-shot Intents Congying Xia Caiming Xiong Philip Yu R. Socher VLM DRL 57 31 0 21 Sep 2020
Counterfactual VQA: A Cause-Effect Look at Language Bias Yulei Niu Kaihua Tang Hanwang Zhang Zhiwu Lu Xiansheng Hua Ji-Rong Wen CML 104 401 0 08 Jun 2020
Knowledge Graph-Augmented Abstractive Summarization with Semantic-Driven Cloze Reward Luyang Huang Lingfei Wu Lu Wang RALM 74 163 0 03 May 2020
Extractive Summarization as Text Matching Ming Zhong Pengfei Liu Yiran Chen Danqing Wang Xipeng Qiu Xuanjing Huang 141 462 0 19 Apr 2020
Causal Interpretability for Machine Learning -- Problems, Methods and Evaluation Raha Moraffah Mansooreh Karami Ruocheng Guo A. Raglin Huan Liu CML ELM XAI 57 219 0 09 Mar 2020
A Survey on Causal Inference Liuyi Yao Zhixuan Chu Sheng Li Yaliang Li Jing Gao Aidong Zhang CML 74 507 0 05 Feb 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 270 2,048 0 18 Dec 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 409 20,114 0 23 Oct 2019
Neural Text Summarization: A Critical Evaluation Wojciech Kry'sciñski N. Keskar Bryan McCann Caiming Xiong R. Socher 74 366 0 23 Aug 2019
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Shashi Narayan Shay B. Cohen Mirella Lapata AILaw 119 1,674 0 27 Aug 2018
Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data Wei-Ning Hsu Yu Zhang James R. Glass BDL SSL 78 351 0 22 Sep 2017
A Deep Reinforced Model for Abstractive Summarization Romain Paulus Caiming Xiong R. Socher AI4TS 197 1,557 0 11 May 2017
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Ramesh Nallapati Feifei Zhai Bowen Zhou 335 1,262 0 14 Nov 2016
Unbiased Learning-to-Rank with Biased Feedback Thorsten Joachims Adith Swaminathan Tobias Schnabel CML 75 542 0 16 Aug 2016
A Neural Attention Model for Abstractive Sentence Summarization Alexander M. Rush S. Chopra Jason Weston CVBM 182 2,700 0 02 Sep 2015
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 339 3,547 0 10 Jun 2015
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 382 33,520 0 16 Oct 2013
On Causal and Anticausal Learning Bernhard Schölkopf Dominik Janzing J. Peters Eleni Sgouritsa Kun Zhang Joris Mooij CML 81 607 0 27 Jun 2012
Identifying confounders using additive noise models Dominik Janzing J. Peters Joris Mooij Bernhard Schölkopf CML 91 67 0 09 May 2012