Improving Neural Machine Translation Models with Monolingual Data

Generative Data Augmentation for Commonsense Reasoning

G-DAUG

Keep Calm and Switch On! Preserving Sentiment and Fluency in Semantic Text Exchange

SEMANTIC TEXT EXCHANGE (STE)

LAMBADA

Not Enough Data? Deep Learning to the Rescue!

Trade-off of Model-Based Data Augmentation Techniques in NLP

WikiRef: Wikilinks as a route to recommending appropriate references for scientific Wikipedia pages

Coarse-to-Fine Query Focused Multi-Document Summarization

XLDA

XLDA: Cross-Lingual Data Augmentation for Natural Language Inference and Question Answering

QANet: Combining Local Convolution with Global Self-Attention for Reading Comprehension

QANet

DAGA: Data Augmentation with a Generation Approach for Low-resource Tagging Tasks

DAGA

Dependency Tree Morphing

SeqMix: Augmenting Active Sequence Labeling via Sequence Mixup

GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing

SwitchOut: an Efficient Data Augmentation Algorithm for Neural Machine Translation

SwitchOut

Soft Contextual Data Augmentation for Neural Machine Translation

Soft Contextual

Data Diversification: A Simple Strategy For Neural Machine Translation

Data Diversification