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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

Mitigating Exposure Bias in Grammatical Error Correction with Data Augmentation and Reweighting EACL 2023
Investigating Lexical Replacements for Arabic-English Code-Switched Data Augmentation EACL 2023
A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language Processing EACL 2023
Exploiting Summarization Data to Help Text Simplification EACL 2023
Data-Efficient Methods For Improving Hate Speech Detection EACL 2023
Cross Encoding as Augmentation: Towards Effective Educational Text Classification ACL 2023
Joint Speech Transcription and Translation: Pseudo-Labeling with Out-of-Distribution Data ACL 2023
Rethinking Translation Memory Augmented Neural Machine Translation ACL 2023
An Effective Approach for Informational and Lexical Bias Detection EACL 2023
Targeted Data Generation: Finding and Fixing Model Weaknesses ACL 2023
Text Style Transfer Back-Translation ACL 2023
Improving the Robustness of Summarization Systems with Dual Augmentation ACL 2023
Uniform Sequence Better: Time Interval Aware Data Augmentation for Sequential Recommendation AAAI 2023
Fair-CDA: Continuous and Directional Augmentation for Group Fairness AAAI 2023
Improving Conversational Recommendation Systems via Bias Analysis and Language-Model-Enhanced Data Augmentation EMNLP 2023
GDA: Grammar-based Data Augmentation for Text Classification using Slot Information EMNLP 2023
A Lightweight Method to Generate Unanswerable Questions in English EMNLP 2023
Enhancing Argument Structure Extraction with Efficient Leverage of Contextual Information EMNLP 2023
New Datasets and Controllable Iterative Data Augmentation Method for Code-switching ASR Error Correction EMNLP 2023
SegAugment: Maximizing the Utility of Speech Translation Data with Segmentation-based Augmentations EMNLP 2023
CASSI: Contextual and Semantic Structure-based Interpolation Augmentation for Low-Resource NER EMNLP 2023
MixEdit: Revisiting Data Augmentation and Beyond for Grammatical Error Correction EMNLP 2023
Improving Low-resource Question Answering by Augmenting Question Information EMNLP 2023
Image and Text: Fighting the same Battle? Super Resolution Learning for Imbalanced Text Classification EMNLP 2023
End-to-end Adversarial Sample Generation for Data Augmentation EMNLP 2023