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Text Augmentation

You can read these blog posts to get an overview of the approaches.

Papers

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Showing 51–75 of 97 papers

TitleStatusHype
Distributional Data Augmentation Methods for Low Resource LanguageCode0
Probabilistic Linguistic Knowledge and Token-level Text Augmentation—0
Text Generation with Speech Synthesis for ASR Data Augmentation—0
Boosting Event Extraction with Denoised Structure-to-Text Augmentation—0
Shuffle & Divide: Contrastive Learning for Long Text—0
STA: Self-controlled Text Augmentation for Improving Text ClassificationsCode0
Improving Fast-slow Encoder based Transducer with Streaming Deliberation—0
RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language UnderstandingCode0
Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values—0
Adaptation of domain-specific transformer models with text oversampling for sentiment analysis of social media posts on Covid-19 vaccinesCode0
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding—0
Selective Text Augmentation with Word Roles for Low-Resource Text ClassificationCode0
Data Augmentation for Low-Resource Quechua ASR Improvement—0
BAN-Cap: A Multi-Purpose English-Bangla Image Descriptions DatasetCode0
Textual Data Augmentation for Arabic-English Code-Switching Speech Recognition—0
UCD-CS at TREC 2021 Incident Streams TrackCode0
Linguistic Knowledge in Data Augmentation for Natural Language Processing: An Example on Chinese Question MatchingCode0
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP—0
UNICON: Unsupervised Intent Discovery via Semantic-level Contrastive Learning—0
Roles of Words: What Should (n’t) Be Augmented in Text Augmentation on Text Classification Tasks?—0
Drug Re-positioning via Text Augmented Knowledge Graph Embeddings—0
What Have Been Learned & What Should Be Learned? An Empirical Study of How to Selectively Augment Text for Classification—0
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog SystemsCode0
BOUN at SemEval-2021 Task 9: Text Augmentation Techniques for Fact Verification in Tabular Data—0
Text Augmentation Techniques in Drug Adverse Effect Detection Task—0
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