Syntactic Data Augmentation Increases Robustness to Inference Heuristics

24 April 2020

Papers citing "Syntactic Data Augmentation Increases Robustness to Inference Heuristics"

29 / 29 papers shown

Title
Specification Overfitting in Artificial Intelligence Benjamin Roth Pedro Henrique Luz de Araujo Yuxi Xia Saskia Kaltenbrunner Christoph Korab 176 1 0 13 Mar 2024
Punctuation Restoration Improves Structure Understanding Without Supervision Junghyun Min Minho Lee Woochul Lee Yeonsoo Lee 96 1 0 13 Feb 2024
Increasing Robustness to Spurious Correlations using Forgettable Examples Yadollah Yaghoobzadeh Soroush Mehri Remi Tachet Timothy J. Hazen Alessandro Sordoni OOD 47 18 0 10 Nov 2019
BERTs of a feather do not generalize together: Large variability in generalization across models with similar test set performance R. Thomas McCoy Junghyun Min Tal Linzen 91 150 0 07 Nov 2019
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 121 1,005 0 31 Oct 2019
HUBERT Untangles BERT to Improve Transfer across NLP Tasks M. Moradshahi Hamid Palangi M. Lam P. Smolensky Jianfeng Gao 98 16 0 25 Oct 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 419 20,127 0 23 Oct 2019
Improving Natural Language Inference with a Pretrained Parser D. Pang Lucy H. Lin Noah A. Smith 53 14 0 18 Sep 2019
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark Mark Yatskar Luke Zettlemoyer OOD 71 465 0 09 Sep 2019
Unlearn Dataset Bias in Natural Language Inference by Fitting the Residual He He Sheng Zha Haohan Wang 60 199 0 28 Aug 2019
Universal Adversarial Triggers for Attacking and Analyzing NLP Eric Wallace Shi Feng Nikhil Kandpal Matt Gardner Sameer Singh AAML SILM 112 865 0 20 Aug 2019
MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension Alon Talmor Jonathan Berant 78 173 0 31 May 2019
What do you learn from context? Probing for sentence structure in contextualized word representations Ian Tenney Patrick Xia Berlin Chen Alex Jinpeng Wang Adam Poliak ... Najoung Kim Benjamin Van Durme Samuel R. Bowman Dipanjan Das Ellie Pavlick 175 859 0 15 May 2019
HELP: A Dataset for Identifying Shortcomings of Neural Models in Monotonicity Reasoning Hitomi Yanaka K. Mineshima D. Bekki Kentaro Inui Satoshi Sekine Lasha Abzianidze Johan Bos 49 62 0 27 Apr 2019
Inoculation by Fine-Tuning: A Method for Analyzing Challenge Datasets Nelson F. Liu Roy Schwartz Noah A. Smith AAML 68 106 0 04 Apr 2019
Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference R. Thomas McCoy Ellie Pavlick Tal Linzen 131 1,237 0 04 Feb 2019
Learning and Evaluating General Linguistic Intelligence Dani Yogatama Cyprien de Masson dÁutume Jerome T. Connor Tomás Kociský Mike Chrzanowski ... Angeliki Lazaridou Wang Ling Lei Yu Chris Dyer Phil Blunsom ELM AI4CE 143 210 0 31 Jan 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 107 1,953 0 31 Jan 2019
Assessing BERT's Syntactic Abilities Yoav Goldberg 71 495 0 16 Jan 2019
Teaching Syntax by Adversarial Distraction Juho Kim Christopher Malon Asim Kadav 69 6 0 25 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,770 0 11 Oct 2018
Adversarially Regularising Neural NLI Models to Integrate Logical Background Knowledge Pasquale Minervini Sebastian Riedel AAML NAI GAN 56 119 0 26 Aug 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 329 719 0 17 Apr 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 206 11,549 0 15 Feb 2018
Evaluating Compositionality in Sentence Embeddings Ishita Dasgupta Demi Guo Andreas Stuhlmuller S. Gershman Noah D. Goodman CoGe 64 121 0 12 Feb 2018
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 80 2,788 0 13 Dec 2017
Synthetic and Natural Noise Both Break Neural Machine Translation Yonatan Belinkov Yonatan Bisk 111 740 0 06 Nov 2017
Adversarial Examples for Evaluating Reading Comprehension Systems Robin Jia Percy Liang AAML ELM 199 1,605 0 23 Jul 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 520 4,476 0 18 Apr 2017