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Data Augmentation

429 directly classified papers

Papers per year

Papers

Dynamic Augmentation Data Selection for Few-shot Text Classification EMNLP 2022
Improving Compositional Generalization with Latent Structure and Data Augmentation NAACL 2022
Spectrum Random Masking for Generalization in Image-based Reinforcement Learning NIPS 2022
Learning to Generate Overlap Summaries through Noisy Synthetic Data EMNLP 2022
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study EMNLP 2022
Linguistic Rules-Based Corpus Generation for Native Chinese Grammatical Error Correction EMNLP 2022
SMSMix: Sense-Maintained Sentence Mixup for Word Sense Disambiguation EMNLP 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation EMNLP 2022
TINA: Textual Inference with Negation Augmentation EMNLP 2022
ExtraPhrase: Efficient Data Augmentation for Abstractive Summarization NAACL 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding NAACL 2022
A Theory of PAC Learnability under Transformation Invariances NIPS 2022
Data-Efficient Augmentation for Training Neural Networks NIPS 2022
Equivariance versus Augmentation for Spherical Images ICML 2022
Dataset Condensation with Contrastive Signals ICML 2022
Prioritized Training on Points that are Learnable, Worth Learning, and not yet Learnt ICML 2022
Data Augmentation as Feature Manipulation ICML 2022
Improving Out-of-Distribution Robustness via Selective Augmentation ICML 2022
Data Augmentation for Compositional Data: Advancing Predictive Models of the Microbiome NIPS 2022
Data Augmentation with Dual Training for Offensive Span Detection NAACL 2022
NeuroCounterfactuals: Beyond Minimal-Edit Counterfactuals for Richer Data Augmentation EMNLP 2022
Data Cartography for Low-Resource Neural Machine Translation EMNLP 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models ACL 2022
Disambiguation of morpho-syntactic features of African American English – the case of habitual be ACL 2022
Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing EMNLP 2021