A Survey of Data Augmentation Approaches for NLP

A Survey of Data Augmentation Approaches for NLP

7 May 2021

Soroush Vosoughi

Teruko Mitamura

Papers citing "A Survey of Data Augmentation Approaches for NLP"

17 / 67 papers shown

Title
The King is Naked: on the Notion of Robustness for Natural Language Processing Emanuele La Malfa Marta Z. Kwiatkowska 10 28 0 13 Dec 2021
Imbalanced Graph Classification via Graph-of-Graph Neural Networks Yu-Chiang Frank Wang Yuying Zhao Neil Shah Tyler Derr 25 47 0 01 Dec 2021
AugLiChem: Data Augmentation Library of Chemical Structures for Machine Learning Rishikesh Magar Yuyang Wang Cooper Lorsung Chen Liang Hariharan Ramasubramanian Peiyuan Li A. Farimani 16 27 0 30 Nov 2021
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 17 33 0 18 Nov 2021
Good-Enough Example Extrapolation Jason W. Wei 11 5 0 12 Sep 2021
Retrieve, Caption, Generate: Visual Grounding for Enhancing Commonsense in Text Generation Models Steven Y. Feng Kevin Lu Zhuofu Tao Malihe Alikhani Teruko Mitamura Eduard H. Hovy Varun Gangal LRM 20 13 0 08 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 19 26 0 08 Sep 2021
ALLWAS: Active Learning on Language models in WASserstein space Anson Bastos Manohar Kaul MedIm 8 1 0 03 Sep 2021
Negative Data Augmentation Abhishek Sinha Kumar Ayush Jiaming Song Burak Uzkent Hongxia Jin Stefano Ermon 26 68 0 09 Feb 2021
Substructure Substitution: Structured Data Augmentation for NLP Freda Shi Karen Livescu Kevin Gimpel 172 39 0 02 Jan 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Yin Cui A. Srinivas Rui Qian Tsung-Yi Lin E. D. Cubuk Quoc V. Le Barret Zoph ISeg 223 835 0 13 Dec 2020
Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation Alexander R. Fabbri Simeng Han Haoyuan Li Haoran Li Marjan Ghazvininejad Shafiq R. Joty Dragomir R. Radev Yashar Mehdad 113 93 0 24 Oct 2020
Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering Arij Riabi Thomas Scialom Rachel Keraron Benoît Sagot Djamé Seddah Jacopo Staiano 129 51 0 23 Oct 2020
Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks Nandan Thakur Nils Reimers Johannes Daxenberger Iryna Gurevych 184 237 0 16 Oct 2020
Certified Robustness to Adversarial Word Substitutions Robin Jia Aditi Raghunathan Kerem Göksel Percy Liang AAML 164 289 0 03 Sep 2019
Delta-encoder: an effective sample synthesis method for few-shot object recognition Eli Schwartz Leonid Karlinsky J. Shtok Sivan Harary Mattias Marder Rogerio Feris Abhishek Kumar Raja Giryes A. Bronstein 171 350 0 12 Jun 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 178 708 0 17 Apr 2018