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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
Tailor: Generating and Perturbing Text with Semantic Controls
ACL 2022
MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER
ACL 2022
HFL at SemEval-2022 Task 8: A Linguistics-inspired Regression Model with Data Augmentation for Multilingual News Similarity
SEMEVAL 2022
Automatically Discarding Straplines to Improve Data Quality for Abstractive News Summarization
ACL 2022
EMIXER: End-to-end Multimodal X-ray Generation via Self-supervision
MLHC 2022
Separating Grains from the Chaff: Using Data Filtering to Improve Multilingual Translation for Low-Resourced African Languages
EMNLP 2022
University of Cape Town’s WMT22 System: Multilingual Machine Translation for Southern African Languages
EMNLP 2022
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction
MLHC 2022
DropMix: A Textual Data Augmentation Combining Dropout with Mixup
EMNLP 2022
ConvTrans: Transforming Web Search Sessions for Conversational Dense Retrieval
EMNLP 2022
Generative Data Augmentation with Contrastive Learning for Zero-Shot Stance Detection
EMNLP 2022
Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation
EMNLP 2022
Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP
EMNLP 2022
Is it out yet? Automatic Future Product Releases Extraction from Web Data
EMNLP 2022
It’s Better to Teach Fishing than Giving a Fish: An Auto-Augmented Structure-aware Generative Model for Metaphor Detection
EMNLP 2022
HARALD: Augmenting Hate Speech Data Sets with Real Data
EMNLP 2022
SPARTA at CASE 2021 Task 1: Evaluating Different Techniques to Improve Event Extraction
EMNLP 2022
Cognitive Simplification Operations Improve Text Simplification
EMNLP 2022
Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification
EMNLP 2022
Play música alegre: A Large-Scale Empirical Analysis of Cross-Lingual Phenomena in Voice Assistant Interactions
EMNLP 2022
C5L7: A Zero-Shot Algorithm for Intent and Slot Detection in Multilingual Task Oriented Languages
EMNLP 2022
Transformers on Multilingual Clause-Level Morphology
EMNLP 2022
The AISP-SJTU Translation System for WMT 2022
EMNLP 2022
HW-TSC’s Submissions to the WMT 2022 General Machine Translation Shared Task
EMNLP 2022
Tencent’s Multilingual Machine Translation System for WMT22 Large-Scale African Languages
EMNLP 2022
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