Synthetic and Natural Noise Both Break Neural Machine Translation

6 November 2017

Papers citing "Synthetic and Natural Noise Both Break Neural Machine Translation"

50 / 154 papers shown

Title
VALUE: Understanding Dialect Disparity in NLU Caleb Ziems Jiaao Chen Camille Harris J. Anderson Diyi Yang ELM 47 41 0 06 Apr 2022
CipherDAug: Ciphertext based Data Augmentation for Neural Machine Translation Nishant Kambhatla Logan Born Anoop Sarkar 21 16 0 01 Apr 2022
Improving Lexical Embeddings for Robust Question Answering Weiwen Xu Bowei Zou Wai Lam A. Aw OOD AAML 21 1 0 28 Feb 2022
How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness? Xinhsuai Dong Anh Tuan Luu Min-Bin Lin Shuicheng Yan Hanwang Zhang SILM AAML 20 55 0 22 Dec 2021
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 130 0 15 Dec 2021
The King is Naked: on the Notion of Robustness for Natural Language Processing Emanuele La Malfa Marta Z. Kwiatkowska 20 28 0 13 Dec 2021
Quantifying and Understanding Adversarial Examples in Discrete Input Spaces Volodymyr Kuleshov Evgenii Nikishin S. Thakoor Tingfung Lau Stefano Ermon AAML 24 1 0 12 Dec 2021
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 40 33 0 18 Nov 2021
NATURE: Natural Auxiliary Text Utterances for Realistic Spoken Language Evaluation David Alfonso-Hermelo Ahmad Rashid Abbas Ghaddar Huawei Noah’s Mehdi Rezagholizadeh 34 2 0 09 Nov 2021
Generating Watermarked Adversarial Texts Mingjie Li Hanzhou Wu Xinpeng Zhang AAML WaLM 24 1 0 25 Oct 2021
Noisy UGC Translation at the Character Level: Revisiting Open-Vocabulary Capabilities and Robustness of Char-Based Models José Carlos Rosales Núnez Guolong Su Djamé Seddah 25 8 0 24 Oct 2021
Understanding the Impact of UGC Specificities on Translation Quality José Carlos Rosales Núnez Djamé Seddah Guillaume Wisniewski 25 5 0 24 Oct 2021
Behavioral Experiments for Understanding Catastrophic Forgetting Samuel J. Bell Neil D. Lawrence 32 4 0 20 Oct 2021
Understanding Model Robustness to User-generated Noisy Texts Jakub Náplava Martin Popel Milan Straka Jana Straková 34 16 0 14 Oct 2021
Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text Style Transfer Fanchao Qi Yangyi Chen Xurui Zhang Mukai Li Zhiyuan Liu Maosong Sun AAML SILM 82 175 0 14 Oct 2021
SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems Harrison Lee Raghav Gupta Abhinav Rastogi Yuan Cao Bin Zhang Yonghui Wu 74 33 0 13 Oct 2021
Doubly-Trained Adversarial Data Augmentation for Neural Machine Translation Weiting Tan Shuoyang Ding Huda Khayrallah Philipp Koehn SILM AAML 26 1 0 12 Oct 2021
Noisy Text Data: Achilles' Heel of popular transformer based NLP models Kartikay Bagla Ankit Kumar Shivam Gupta Anuj Gupta 26 5 0 07 Oct 2021
How to Select One Among All? An Extensive Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding Tianda Li Ahmad Rashid A. Jafari Pranav Sharma A. Ghodsi Mehdi Rezagholizadeh AAML 30 5 0 13 Sep 2021
Multi-granularity Textual Adversarial Attack with Behavior Cloning Yangyi Chen Jingtong Su Wei Wei AAML 17 32 0 09 Sep 2021
Datasets: A Community Library for Natural Language Processing Quentin Lhoest Albert Villanova del Moral Yacine Jernite A. Thakur Patrick von Platen ... Thibault Goehringer Victor Mustar François Lagunas Alexander M. Rush Thomas Wolf 30 580 0 07 Sep 2021
How Suitable Are Subword Segmentation Strategies for Translating Non-Concatenative Morphology? Chantal Amrhein Rico Sennrich 27 13 0 02 Sep 2021
Masked Adversarial Generation for Neural Machine Translation Badr Youbi Idrissi S. Clinchant AAML 32 0 0 01 Sep 2021
Evaluating the Robustness of Neural Language Models to Input Perturbations M. Moradi Matthias Samwald AAML 48 95 0 27 Aug 2021
Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text Summarization Chujie Zheng Kunpeng Zhang Harry J. Wang Ling Fan Zhe Wang 25 6 0 26 Aug 2021
Towards Robustness Against Natural Language Word Substitutions Xinshuai Dong A. Luu Rongrong Ji Hong Liu SILM AAML 35 113 0 28 Jul 2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Zetian Wu Yun Cheng ... Peter Wu Michelle A. Lee Yuke Zhu Ruslan Salakhutdinov Louis-Philippe Morency VLM 32 159 0 15 Jul 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 36 334 0 07 Jul 2021
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding Dong Wang Ning Ding Pijian Li Haitao Zheng AAML 39 115 0 01 Jul 2021
XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages Tahmid Hasan Abhik Bhattacharjee Md. Saiful Islam Kazi Samin Mubasshir Yuan-Fang Li Yong-Bin Kang M. Rahman Rifat Shahriyar 17 343 0 25 Jun 2021
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization Yi Tay Vinh Q. Tran Sebastian Ruder Jai Gupta Hyung Won Chung Dara Bahri Zhen Qin Simon Baumgartner Cong Yu Donald Metzler 51 152 0 23 Jun 2021
Bad Characters: Imperceptible NLP Attacks Nicholas Boucher Ilia Shumailov Ross J. Anderson Nicolas Papernot AAML SILM 41 103 0 18 Jun 2021
Automatic Construction of Evaluation Suites for Natural Language Generation Datasets Simon Mille Kaustubh D. Dhole Saad Mahamood Laura Perez-Beltrachini Varun Gangal Mihir Kale Emiel van Miltenburg Sebastian Gehrmann ELM 42 22 0 16 Jun 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 28 172 0 14 Jun 2021
How Robust are Model Rankings: A Leaderboard Customization Approach for Equitable Evaluation Swaroop Mishra Anjana Arunkumar 34 24 0 10 Jun 2021
Towards Robust Classification Model by Counterfactual and Invariant Data Generation C. Chang George Adam Anna Goldenberg OOD CML 27 31 0 02 Jun 2021
On Compositional Generalization of Neural Machine Translation Yafu Li Yongjing Yin Yulong Chen Yue Zhang 156 44 0 31 May 2021
Reliability Testing for Natural Language Processing Systems Samson Tan Chenyu You K. Baxter Araz Taeihagh G. Bennett Min-Yen Kan 15 38 0 06 May 2021
Addressing the Vulnerability of NMT in Input Perturbations Weiwen Xu A. Aw Yang Ding Kui Wu Chenyu You AAML 29 10 0 20 Apr 2021
Robust Embeddings Via Distributions Kira A. Selby Yinong Wang Ruizhe Wang Peyman Passban Ahmad Rashid Mehdi Rezagholizadeh Pascal Poupart OOD 32 3 0 17 Apr 2021
Syntactic Perturbations Reveal Representational Correlates of Hierarchical Phrase Structure in Pretrained Language Models Matteo Alleman J. Mamou Miguel Rio Hanlin Tang Yoon Kim SueYeon Chung NAI 32 17 0 15 Apr 2021
Autocorrect in the Process of Translation -- Multi-task Learning Improves Dialogue Machine Translation Tao Wang Chengqi Zhao Mingxuan Wang Lei Li Deyi Xiong 28 13 0 30 Mar 2021
Data Augmentation in Natural Language Processing: A Novel Text Generation Approach for Long and Short Text Classifiers Markus Bayer M. Kaufhold Björn Buchhold Marcel Keller J. Dallmeyer Christian A. Reuter 23 113 0 26 Mar 2021
An Approach to Improve Robustness of NLP Systems against ASR Errors Tong Cui Jinghui Xiao Liangyou Li Xin Jiang Qun Liu 24 11 0 25 Mar 2021
NoiseQA: Challenge Set Evaluation for User-Centric Question Answering Abhilasha Ravichander Siddharth Dalmia Maria Ryskina Florian Metze Eduard H. Hovy A. Black ELM 29 32 0 16 Feb 2021
HateCheck: Functional Tests for Hate Speech Detection Models Paul Röttger B. Vidgen Dong Nguyen Zeerak Talat Helen Z. Margetts J. Pierrehumbert 31 259 0 31 Dec 2020
Neural Machine Translation: A Review of Methods, Resources, and Tools Zhixing Tan Shuo Wang Zonghan Yang Gang Chen Xuancheng Huang Maosong Sun Yang Liu 3DV AI4TS 17 105 0 31 Dec 2020
SemMT: A Semantic-based Testing Approach for Machine Translation Systems Jialun Cao Meiziniu Li Yeting Li Ming Wen Haiming Chen 36 33 0 03 Dec 2020
Gradient Starvation: A Learning Proclivity in Neural Networks Mohammad Pezeshki Sekouba Kaba Yoshua Bengio Aaron Courville Doina Precup Guillaume Lajoie MLT 50 257 0 18 Nov 2020
CharBERT: Character-aware Pre-trained Language Model Wentao Ma Yiming Cui Chenglei Si Ting Liu Shijin Wang Guoping Hu 25 104 0 03 Nov 2020