Adversarial NLI for Factual Correctness in Text Summarisation Models

24 May 2020

Papers citing "Adversarial NLI for Factual Correctness in Text Summarisation Models"

27 / 27 papers shown

Title
WT5?! Training Text-to-Text Models to Explain their Predictions Sharan Narang Colin Raffel Katherine Lee Adam Roberts Noah Fiedel Karishma Malkan 51 201 0 30 Apr 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 198 2,041 0 16 Apr 2020
Learning by Semantic Similarity Makes Abstractive Summarization Better Wonjin Yoon Yoonsun Yeo Minbyul Jeong Bong-Jun Yi Jaewoo Kang 101 16 0 18 Feb 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 232 2,044 0 18 Dec 2019
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 101 1,003 0 31 Oct 2019
Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher HILM 91 742 0 28 Oct 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 176 7,465 0 02 Oct 2019
TinyBERT: Distilling BERT for Natural Language Understanding Xiaoqi Jiao Yichun Yin Lifeng Shang Xin Jiang Xiao Chen Linlin Li F. Wang Qun Liu VLM 78 1,855 0 23 Sep 2019
Neural Text Summarization: A Critical Evaluation Wojciech Kry'sciñski N. Keskar Bryan McCann Caiming Xiong R. Socher 72 365 0 23 Aug 2019
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 417 1,445 0 22 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 483 24,334 0 26 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 204 8,412 0 19 Jun 2019
A Multiscale Visualization of Attention in the Transformer Model Jesse Vig ViT 74 577 0 12 Jun 2019
What Does BERT Look At? An Analysis of BERT's Attention Kevin Clark Urvashi Khandelwal Omer Levy Christopher D. Manning MILM 196 1,592 0 11 Jun 2019
Are Sixteen Heads Really Better than One? Paul Michel Omer Levy Graham Neubig MoE 95 1,058 0 25 May 2019
Attention is not Explanation Sarthak Jain Byron C. Wallace FAtt 106 1,317 0 26 Feb 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.3K 94,479 0 11 Oct 2018
Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting Yen-Chun Chen Joey Tianyi Zhou BDL 135 583 0 28 May 2018
Soft Layer-Specific Multi-Task Summarization with Entailment and Question Generation Han Guo Ramakanth Pasunuru Joey Tianyi Zhou 48 135 0 28 May 2018
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 227 579 0 02 May 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 119 1,175 0 06 Mar 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 103 3,937 0 06 Feb 2018
Generating Wikipedia by Summarizing Long Sequences Peter J. Liu Mohammad Saleh Etienne Pot Ben Goodrich Ryan Sepassi Lukasz Kaiser Noam M. Shazeer CVBM 152 796 0 30 Jan 2018
Faithful to the Original: Fact Aware Neural Abstractive Summarization Ziqiang Cao Furu Wei Wenjie Li Sujian Li HILM 74 371 0 13 Nov 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 469 4,466 0 18 Apr 2017
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 364 3,775 0 28 Feb 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 261 4,278 0 21 Aug 2015