← Application Areas
Machine Learning › Application Areas ›

Data Augmentation

3622 directly classified papers

Papers per year

Papers

LRG at SemEval-2021 Task 4: Improving Reading Comprehension with Abstract Words using Augmentation, Linguistic Features and Voting SEMEVAL 2021
Neural Data-to-Text Generation with LM-based Text Augmentation EACL 2021
Few-shot learning through contextual data augmentation EACL 2021
Extending Neural Keyword Extraction with TF-IDF tagset matching EACL 2021
Enhancing Sequence-to-Sequence Neural Lemmatization with External Resources EACL 2021
C-Test Collector: A Proficiency Testing Application to Collect Training Data for C-Tests EACL 2021
Data Augmentation Methods for Anaphoric Zero Pronouns EMNLP 2021
Data Augmentation of Incorporating Real Error Patterns and Linguistic Knowledge for Grammatical Error Correction EMNLP 2021
Causal Augmentation for Causal Sentence Classification EMNLP 2021
OoMMix: Out-of-manifold Regularization in Contextual Embedding Space for Text Classification IJCNLP 2021
From Machine Translation to Code-Switching: Generating High-Quality Code-Switched Text IJCNLP 2021
LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification IJCNLP 2021
Continuous Language Generative Flow IJCNLP 2021
Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble IJCNLP 2021
Point, Disambiguate and Copy: Incorporating Bilingual Dictionaries for Neural Machine Translation IJCNLP 2021
HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability IJCNLP 2021
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation IJCNLP 2021
Maastricht University’s Multilingual Speech Translation System for IWSLT 2021 IJCNLP 2021
mixSeq: A Simple Data Augmentation Methodfor Neural Machine Translation IJCNLP 2021
Data Augmentation by Concatenation for Low-Resource Translation: A Mystery and a Solution IJCNLP 2021
CLULEX at SemEval-2021 Task 1: A Simple System Goes a Long Way IJCNLP 2021
LeCun at SemEval-2021 Task 6: Detecting Persuasion Techniques in Text Using Ensembled Pretrained Transformers and Data Augmentation IJCNLP 2021
Data augmentation for low-resource grapheme-to-phoneme mapping IJCNLP 2021
BME Submission for SIGMORPHON 2021 Shared Task 0. A Three Step Training Approach with Data Augmentation for Morphological Inflection IJCNLP 2021
Improved English to Hindi Multimodal Neural Machine Translation IJCNLP 2021