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Data Augmentation

3,720 papers

Papers per year

7
339
562
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Papers

Reinforcement Learning based Curriculum Optimization for Neural Machine Translation NAACL 2019
Incorporating Emoji Descriptions Improves Tweet Classification NAACL 2019
Corpora Generation for Grammatical Error Correction NAACL 2019
Submodular Optimization-based Diverse Paraphrasing and its Effectiveness in Data Augmentation NAACL 2019
Multi-Level Memory for Task Oriented Dialogs NAACL 2019
Diversifying Reply Suggestions Using a Matching-Conditional Variational Autoencoder NAACL 2019
Data Augmentation by Data Noising for Open-vocabulary Slots in Spoken Language Understanding NAACL 2019
ConvSent at CLPsych 2019 Task A: Using Post-level Sentiment Features for Suicide Risk Prediction on Reddit NAACL 2019
Joint Approach to Deromanization of Code-mixed Texts NAACL 2019
STUFIIT at SemEval-2019 Task 5: Multilingual Hate Speech Detection on Twitter with MUSE and ELMo Embeddings SEMEVAL 2019
SINAI-DL at SemEval-2019 Task 5: Recurrent networks and data augmentation by paraphrasing SEMEVAL 2019
Emad at SemEval-2019 Task 6: Offensive Language Identification using Traditional Machine Learning and Deep Learning approaches SEMEVAL 2019
HHU at SemEval-2019 Task 6: Context Does Matter - Tackling Offensive Language Identification and Categorization with ELMo SEMEVAL 2019
UBC-NLP at SemEval-2019 Task 6: Ensemble Learning of Offensive Content With Enhanced Training Data SEMEVAL 2019
SSN-SPARKS at SemEval-2019 Task 9: Mining Suggestions from Online Reviews using Deep Learning Techniques on Augmented Data SEMEVAL 2019
On gradient regularizers for MMD GANs NIPS 2018
Phase Retrieval Under a Generative Prior NIPS 2018
Generalizing to Unseen Domains via Adversarial Data Augmentation NIPS 2018
Speaker-Follower Models for Vision-and-Language Navigation NIPS 2018
DropBlock: A regularization method for convolutional networks NIPS 2018
MULAN: A Blind and Off-Grid Method for Multichannel Echo Retrieval NIPS 2018
Memory Augmented Policy Optimization for Program Synthesis and Semantic Parsing NIPS 2018
ESIM: an Open Event Camera Simulator CORL 2018
Generating High-Quality Surface Realizations Using Data Augmentation and Factored Sequence Models ACL 2018
Subword Regularization: Improving Neural Network Translation Models with Multiple Subword Candidates ACL 2018