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Data Augmentation

429 directly classified papers

Papers per year

Papers

Making More of Little Data: Improving Low-Resource Automatic Speech Recognition Using Data Augmentation ACL 2023
Minority Oversampling for Imbalanced Data via Class-Preserving Regularized Auto-Encoders AISTATS 2023
Leveraging Domain Adaptation and Data Augmentation to Improve Qur’anic IR in English and Arabic EMNLP 2023
Influence Scores at Scale for Efficient Language Data Sampling EMNLP 2023
When and how to paraphrase for named entity recognition? ACL 2023
Targeted Data Generation: Finding and Fixing Model Weaknesses ACL 2023
Generative Oversampling for Imbalanced Data via Majority-Guided VAE AISTATS 2023
With a Little Push, NLI Models can Robustly and Efficiently Predict Faithfulness ACL 2023
Sartipi-Sedighin at SemEval-2023 Task 2: Fine-grained Named Entity Recognition with Pre-trained Contextual Language Models and Data Augmentation from Wikipedia SEMEVAL 2023
Improving Low Resource Speech Translation with Data Augmentation and Ensemble Strategies ACL 2023
Effectiveness of Data Augmentation for Parameter Efficient Tuning with Limited Data ACL 2023
ZBL2W at SemEval-2023 Task 9: A Multilingual Fine-tuning Model with Data Augmentation for Tweet Intimacy Analysis ACL 2023
JCT at SemEval-2023 Tasks 12 A and 12B: Sentiment Analysis for Tweets Written in Low-resource African Languages using Various Machine Learning and Deep Learning Methods, Resampling, and HyperParameter Tuning SEMEVAL 2023
CodeNLP at SemEval-2023 Task 2: Data Augmentation for Named Entity Recognition by Combination of Sequence Generation Strategies ACL 2023
Boosting Text Augmentation via Hybrid Instance Filtering Framework ACL 2023
TransGEC: Improving Grammatical Error Correction with Translationese ACL 2023
ECG-QALM: Entity-Controlled Synthetic Text Generation using Contextual Q&A for NER ACL 2023
Text Augmentation Using Dataset Reconstruction for Low-Resource Classification ACL 2023
An Extensive Exploration of Back-Translation in 60 Languages ACL 2023
Data Augmentation for Low-Resource Keyphrase Generation ACL 2023
WADER at SemEval-2023 Task 9: A Weak-labelling framework for Data augmentation in tExt Regression Tasks ACL 2023
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks ACL 2023
GDA: Generative Data Augmentation Techniques for Relation Extraction Tasks ACL 2023
Gender-Inclusive Grammatical Error Correction through Augmentation ACL 2023
Quality-Aware Self-Training on Differentiable Synthesis of Rare Relational Data AAAI 2023