data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

Hybrid Sample Synthesis-Based Debiasing of Classifier in Limited Data Setting WACV 2024

Table Question Answering for Low-resourced Indic Languages EMNLP 2024

TüDuo at SemEval-2024 Task 2: Flan-T5 and Data Augmentation for Biomedical NLI NAACL 2024

AAdaM at SemEval-2024 Task 1: Augmentation and Adaptation for Multilingual Semantic Textual Relatedness NAACL 2024

KidLM: Advancing Language Models for Children – Early Insights and Future Directions EMNLP 2024

CYUT at SemEval-2024 Task 7: A Numerals Augmentation and Feature Enhancement Approach to Numeral Reading Comprehension NAACL 2024

PEAR at SemEval-2024 Task 1: Pair Encoding with Augmented Re-sampling for Semantic Textual Relatedness NAACL 2024

You Make me Feel like a Natural Question: Training QA Systems on Transformed Trivia Questions EMNLP 2024

LLM-AutoDA: Large Language Model-Driven Automatic Data Augmentation for Long-tailed Problems NIPS 2024

BDA at SemEval-2024 Task 4: Detection of Persuasion in Memes Across Languages with Ensemble Learning and External Knowledge NAACL 2024

Mini-DA: Improving Your Model Performance through Minimal Data Augmentation using LLM NAACL 2024

Acoustic Feature Mixup for Balanced Multi-aspect Pronunciation Assessment INTERSPEECH 2024

CTYUN-AI at SemEval-2024 Task 7: Boosting Numerical Understanding with Limited Data Through Effective Data Alignment NAACL 2024

Byun at SemEval-2024 Task 6: Text Classification on Hallucinating Text with Simple Data Augmentation NAACL 2024

MALTO at SemEval-2024 Task 6: Leveraging Synthetic Data for LLM Hallucination Detection NAACL 2024

Relation Classification via Bidirectional Prompt Learning with Data Augmentation by Large Language Model COLING 2024

PDAMeta: Meta-Learning Framework with Progressive Data Augmentation for Few-Shot Text Classification COLING 2024

ReadLet: A Dataset for Oral, Visual and Tactile Text Reading Data of Early and Mature Readers COLING 2024

Modeling Orthographic Variation Improves NLP Performance for Nigerian Pidgin COLING 2024

CoDa: Constrained Generation based Data Augmentation for Low-Resource NLP NAACL 2024

Improving Socratic Question Generation using Data Augmentation and Preference Optimization NAACL 2024

Team MGTD4ADL at SemEval-2024 Task 8: Leveraging (Sentence) Transformer Models with Contrastive Learning for Identifying Machine-Generated Text SEMEVAL 2024

MALTO at SemEval-2024 Task 6: Leveraging Synthetic Data for LLM Hallucination Detection SEMEVAL 2024

PEAR at SemEval-2024 Task 1: Pair Encoding with Augmented Re-sampling for Semantic Textual Relatedness SEMEVAL 2024

CoT-based Data Augmentation Strategy for Persuasion Techniques Detection SEMEVAL 2024