SwitchOut: an Efficient Data Augmentation Algorithm for Neural Machine Translation

22 August 2018

Xinyi Wang

Hieu H. Pham

Zihang Dai

Graham Neubig

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Papers citing "SwitchOut: an Efficient Data Augmentation Algorithm for Neural Machine Translation"

47 / 47 papers shown

Title
Deterministic Reversible Data Augmentation for Neural Machine Translation Jiashu Yao Heyan Huang Zeming Liu Yuhang Guo 51 0 0 21 Feb 2025
MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues Kuluhan Binici Abhinav Ramesh Kashyap Viktor Schlegel Andy T. Liu Vijay Prakash Dwivedi Thanh-Tung Nguyen Xiaoxue Gao Nancy F. Chen Stefan Winkler 38 1 0 26 Aug 2024
Joint Dropout: Improving Generalizability in Low-Resource Neural Machine Translation through Phrase Pair Variables Ali Araabi Vlad Niculae Christof Monz 52 1 0 24 Jul 2023
Data Augmentation for Machine Translation via Dependency Subtree Swapping Attila Nagy Dorina Lakatos Botond Barta Patrick Nanys Judit Ács 31 1 0 13 Jul 2023
Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization Hyeon-Seob Kim Minsu Kim Sungsoo Ahn Jinkyoo Park OffRL 39 7 0 02 Jun 2023
Target-Side Augmentation for Document-Level Machine Translation Guangsheng Bao Zhiyang Teng Yue Zhang 49 10 0 08 May 2023
Model-Agnostic Meta-Learning for Multilingual Hate Speech Detection Rabiul Awal Roy Ka-Wei Lee Eshaan Tanwar Tanmay Garg Tanmoy Chakraborty 24 26 0 04 Mar 2023
Optimizing Deep Transformers for Chinese-Thai Low-Resource Translation Wenjie Hao Hongfei Xu Lingling Mu Hongying Zan MoE 33 4 0 24 Dec 2022
Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model Qiao Cheng Jin Huang Yitao Duan 31 7 0 22 Sep 2022
Random Text Perturbations Work, but not Always Zhengxiang Wang DeLMO 12 1 0 02 Sep 2022
PCC: Paraphrasing with Bottom-k Sampling and Cyclic Learning for Curriculum Data Augmentation Hongyuan Lu W. Lam 16 9 0 17 Aug 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 38 24 0 12 May 2022
Learning to Generalize to More: Continuous Semantic Augmentation for Neural Machine Translation Xiangpeng Wei Heng Yu Yue Hu Rongxiang Weng Weihua Luo Jun Xie Rong Jin CLL 17 24 0 14 Apr 2022
CipherDAug: Ciphertext based Data Augmentation for Neural Machine Translation Nishant Kambhatla Logan Born Anoop Sarkar 21 16 0 01 Apr 2022
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 42 33 0 18 Nov 2021
Investigation on Data Adaptation Techniques for Neural Named Entity Recognition Evgeniia Tokarchuk David Thulke Weiyue Wang Christian Dugast Hermann Ney 21 2 0 12 Oct 2021
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 132 274 0 05 Oct 2021
Data Augmentation Methods for Anaphoric Zero Pronouns Abdulrahman Aloraini Massimo Poesio 29 5 0 20 Sep 2021
Mitigating Data Scarceness through Data Synthesis, Augmentation and Curriculum for Abstractive Summarization Ahmed Magooda Diane Litman 45 5 0 17 Sep 2021
Rethinking Data Augmentation for Low-Resource Neural Machine Translation: A Multi-Task Learning Approach Víctor M. Sánchez-Cartagena M. Esplà-Gomis Juan Antonio Pérez-Ortiz Felipe Sánchez-Martínez 45 27 0 08 Sep 2021
Data Augmentation for Low-Resource Named Entity Recognition Using Backtranslation Usama Yaseen Stefan Langer MedIm 21 15 0 26 Aug 2021
Reducing Exposure Bias in Training Recurrent Neural Network Transducers Xiaodong Cui Brian Kingsbury G. Saon David Haws Zoltán Tüske 19 5 0 24 Aug 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 38 336 0 07 Jul 2021
Neural Machine Translation for Low-Resource Languages: A Survey Surangika Ranathunga E. Lee Marjana Prifti Skenduli Ravi Shekhar Mehreen Alam Rishemjit Kaur 40 236 0 29 Jun 2021
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better Gaurav Menghani VLM MedIm 23 366 0 16 Jun 2021
A Survey of Data Augmentation Approaches for NLP Steven Y. Feng Varun Gangal Jason W. Wei Sarath Chandar Soroush Vosoughi Teruko Mitamura Eduard H. Hovy AIMat 42 799 0 07 May 2021
Addressing the Vulnerability of NMT in Input Perturbations Weiwen Xu Ai Ti Aw Yang Ding Kui Wu Chenyu You AAML 29 10 0 20 Apr 2021
Sentence Concatenation Approach to Data Augmentation for Neural Machine Translation Seiichiro Kondo Kengo Hotate Masahiro Kaneko Mamoru Komachi 25 16 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 38 17 0 15 Apr 2021
Advancing RNN Transducer Technology for Speech Recognition G. Saon Zoltan Tueske Daniel Bolaños Brian Kingsbury 43 86 0 17 Mar 2021
Sequence-Level Mixed Sample Data Augmentation Demi Guo Yoon Kim Alexander M. Rush 25 98 0 18 Nov 2020
Unsupervised Data Augmentation with Naive Augmentation and without Unlabeled Data David Lowell Brian Howard Zachary Chase Lipton Byron C. Wallace 24 23 0 22 Oct 2020
An Analysis of Simple Data Augmentation for Named Entity Recognition Xiang Dai Heike Adel 35 194 0 22 Oct 2020
A Simple but Tough-to-Beat Data Augmentation Approach for Natural Language Understanding and Generation Dinghan Shen Ming Zheng Yelong Shen Yanru Qu Weizhu Chen AAML 29 130 0 29 Sep 2020
AdvAug: Robust Adversarial Augmentation for Neural Machine Translation Yong Cheng Lu Jiang Wolfgang Macherey Jacob Eisenstein 37 115 0 21 Jun 2020
The Penalty Imposed by Ablated Data Augmentation Frederick Liu A. Najmi Mukund Sundararajan 28 6 0 08 Jun 2020
Learning to Impute: A General Framework for Semi-supervised Learning Wei-Hong Li Chuan-Sheng Foo Hakan Bilen SSL 24 9 0 22 Dec 2019
Neural Machine Translation: A Review and Survey Felix Stahlberg 3DV AI4TS MedIm 20 312 0 04 Dec 2019
Multimodal Machine Translation through Visuals and Speech U. Sulubacak Ozan Caglayan Stig-Arne Gronroos Aku Rouhe Desmond Elliott Lucia Specia Jörg Tiedemann 49 73 0 28 Nov 2019
Transformers without Tears: Improving the Normalization of Self-Attention Toan Q. Nguyen Julian Salazar 38 224 0 14 Oct 2019
Automatically Learning Data Augmentation Policies for Dialogue Tasks Tong Niu Joey Tianyi Zhou 26 39 0 27 Sep 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Shared-Private Bilingual Word Embeddings for Neural Machine Translation Xuebo Liu Derek F. Wong Yang Liu Lidia S. Chao Tong Xiao Jingbo Zhu 35 37 0 07 Jun 2019
Robust Neural Machine Translation with Doubly Adversarial Inputs Yong Cheng Lu Jiang Wolfgang Macherey AAML 30 254 0 06 Jun 2019
Soft Contextual Data Augmentation for Neural Machine Translation Jinhua Zhu Fei Gao Lijun Wu Yingce Xia Tao Qin Wen-gang Zhou Xueqi Cheng Tie-Yan Liu 27 125 0 25 May 2019
Multi-Source Neural Machine Translation with Data Augmentation Yuta Nishimura Katsuhito Sudoh Graham Neubig Satoshi Nakamura 17 20 0 16 Oct 2018
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,929 0 17 Aug 2015