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Data Augmentation
3622 directly classified papers
Papers per year
2002: 2
2006: 1
2008: 2
2009: 1
2011: 3
2012: 3
2013: 9
2014: 8
2015: 7
2016: 35
2017: 45
2018: 108
2019: 239
2020: 329
2021: 477
2022: 518
2023: 607
2024: 561
2025: 546
2026: 121
Papers
Revisiting Superpixels for Active Learning in Semantic Segmentation With Realistic Annotation Costs
CVPR 2021
Data Augmentation with Adversarial Training for Cross-Lingual NLI
ACL 2021
Can vectors read minds better than experts? Comparing data augmentation strategies for the automated scoring of children’s mindreading ability
ACL 2021
Trafilatura: A Web Scraping Library and Command-Line Tool for Text Discovery and Extraction
ACL 2021
Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis
EMNLP 2021
NaturalConv: A Chinese Dialogue Dataset Towards Multi-turn Topic-driven Conversation
AAAI 2021
How Data Augmentation affects Optimization for Linear Regression
NIPS 2021
Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data
NIPS 2021
Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering
EMNLP 2021
FAST: Fast Annotation tool for SmarT devices
EMNLP 2021
Don’t Miss the Potential Customers! Retrieving Similar Ads to Improve User Targeting
EMNLP 2021
macech at SemEval-2021 Task 5: Toxic Spans Detection
ACL 2021
Training Dynamic based data filtering may not work for NLP datasets
EMNLP 2021
[RETRACTED] Sequence Mixup for Zero-Shot Cross-Lingual Part-Of-Speech Tagging
EMNLP 2021
Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus
EMNLP 2021
Document-Grounded Goal-Oriented Dialogue Systems on Pre-Trained Language Model with Diverse Input Representation
IJCNLP 2021
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models
IJCNLP 2021
Don’t Rule Out Monolingual Speakers: A Method For Crowdsourcing Machine Translation Data
ACL 2021
giotto-tda: : A Topological Data Analysis Toolkit for Machine Learning and Data Exploration
JMLR 2021
MulDA: A Multilingual Data Augmentation Framework for Low-Resource Cross-Lingual NER
IJCNLP 2021
SRPOL DIALOGUE SYSTEMS at SemEval-2021 Task 5: Automatic Generation of Training Data for Toxic Spans Detection
IJCNLP 2021
Adapting Coreference Resolution for Processing Violent Death Narratives
NAACL 2021
CAiRE in DialDoc21: Data Augmentation for Information Seeking Dialogue System
IJCNLP 2021
ALEM at CASE 2021 Task 1: Multilingual Text Classification on News Articles
IJCNLP 2021
Amherst685 at SemEval-2021 Task 7: Joint Modeling of Classification and Regression for Humor and Offense
ACL 2021
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