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Data Augmentation

429 directly classified papers

Papers per year

Papers

Conversational QA Dataset Generation with Answer Revision COLING 2022
Sibylvariant Transformations for Robust Text Classification ACL 2022
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text ACL 2022
Retrieval-guided Counterfactual Generation for QA ACL 2022
Improved ASR Performance for Dysarthric Speech Using Two-stage DataAugmentation INTERSPEECH 2022
Dynamic Nonlinear Mixup with Distance-based Sample Selection COLING 2022
EPiDA: An Easy Plug-in Data Augmentation Framework for High Performance Text Classification NAACL 2022
SI2M & AIOX Labs at WANLP 2022 Shared Task: Propaganda Detection in Arabic, A Data Augmentation and Name Entity Recognition Approach EMNLP 2022
Parallel Corpus Filtering for Japanese Text Simplification EMNLP 2022
Combining WordNet and Word Embeddings in Data Augmentation for Legal Texts EMNLP 2022
SNU-Causality Lab @ Causal News Corpus 2022: Detecting Causality by Data Augmentation via Part-of-Speech tagging EMNLP 2022
Robustifying Sentiment Classification by Maximally Exploiting Few Counterfactuals EMNLP 2022
Detecting Label Errors by Using Pre-Trained Language Models EMNLP 2022
A Data Cartography based MixUp for Pre-trained Language Models NAACL 2022
Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solvers NAACL 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning EMNLP 2022
Sentence-Level Resampling for Named Entity Recognition NAACL 2022
On Mixup Regularization JMLR 2022
BpHigh@TamilNLP-ACL2022: Effects of Data Augmentation on Indic-Transformer based classifier for Abusive Comments Detection in Tamil ACL 2022
On Synthetic Data for Back Translation NAACL 2022
The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset NIPS 2022
Effective Data Augmentation for Sentence Classification Using One VAE per Class COLING 2022
akaBERT at SemEval-2022 Task 6: An Ensemble Transformer-based Model for Arabic Sarcasm Detection NAACL 2022
CS-Shapley: Class-wise Shapley Values for Data Valuation in Classification NIPS 2022
Being Friends Instead of Adversaries: Deep Networks Learn from Data Simplified by Other Networks AAAI 2022