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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

SUBS: Subtree Substitution for Compositional Semantic Parsing NAACL 2022
SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction NAACL 2022
Data Augmentation with Dual Training for Offensive Span Detection NAACL 2022
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization NAACL 2022
Improved ASR Performance for Dysarthric Speech Using Two-stage DataAugmentation INTERSPEECH 2022
Improving negation detection with negation-focused pre-training NAACL 2022
Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solvers NAACL 2022
Generative Cross-Domain Data Augmentation for Aspect and Opinion Co-Extraction NAACL 2022
A Data Cartography based MixUp for Pre-trained Language Models NAACL 2022
Improving Compositional Generalization with Latent Structure and Data Augmentation NAACL 2022
Learning to Generate Examples for Semantic Processing Tasks NAACL 2022
EPiDA: An Easy Plug-in Data Augmentation Framework for High Performance Text Classification NAACL 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding NAACL 2022
ExtraPhrase: Efficient Data Augmentation for Abstractive Summarization NAACL 2022
Improving Classification of Infrequent Cognitive Distortions: Domain-Specific Model vs. Data Augmentation NAACL 2022
Data-augmented cross-lingual synthesis in a teacher-student framework INTERSPEECH 2022
On Synthetic Data for Back Translation NAACL 2022
AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer Summarization NAACL 2022
Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting NAACL 2022
Model-Based Image Signal Processors via Learnable Dictionaries AAAI 2022
GeomGCL: Geometric Graph Contrastive Learning for Molecular Property Prediction AAAI 2022
Semi-supervised Learning with Multi-Head Co-Training AAAI 2022
Saliency Grafting: Innocuous Attribution-Guided Mixup with Calibrated Label Mixing AAAI 2022
Consistency Regularization for Adversarial Robustness AAAI 2022
Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics ICML 2022