How Effective is Task-Agnostic Data Augmentation for Pretrained
Transformers?

How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers?

5 October 2020

Christopher DuBois

Papers citing "How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers?"

15 / 15 papers shown

Title
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 114 1,224 0 01 Jul 2020
Contextual Embeddings: When Are They Worth It? Simran Arora Avner May Jian Zhang Christopher Ré 41 61 0 18 May 2020
Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping Jesse Dodge Gabriel Ilharco Roy Schwartz Ali Farhadi Hannaneh Hajishirzi Noah A. Smith 95 595 0 15 Feb 2020
An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering Shayne Longpre Yi Lu Zhucheng Tu Christopher DuBois 50 70 0 04 Dec 2019
Generalized Data Augmentation for Low-Resource Translation Mengzhou Xia X. Kong Antonios Anastasopoulos Graham Neubig 65 120 0 10 Jun 2019
Unsupervised Data Augmentation for Consistency Training Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 129 2,314 0 29 Apr 2019
Data Augmentation for BERT Fine-Tuning in Open-Domain Question Answering Wei Yang Yuqing Xie Luchen Tan Kun Xiong Ming Li Jimmy J. Lin RALM OOD 41 64 0 14 Apr 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
Scaling Neural Machine Translation Myle Ott Sergey Edunov David Grangier Michael Auli AIMat 172 614 0 01 Jun 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 120 1,771 0 24 May 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 1.1K 7,154 0 20 Apr 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 147 1,177 0 06 Mar 2018
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 80 2,788 0 13 Dec 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
Improving Neural Machine Translation Models with Monolingual Data Rico Sennrich Barry Haddow Alexandra Birch 246 2,717 0 20 Nov 2015