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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

Virtual Augmentation Supported Contrastive Learning of Sentence Representations ACL 2022
Unsupervised Natural Language Inference Using PHL Triplet Generation ACL 2022
One Wug, Two Wug+s Transformer Inflection Models Hallucinate Affixes ACL 2022
Retrieval Data Augmentation Informed by Downstream Question Answering Performance ACL 2022
Cross-lingual Inflection as a Data Augmentation Method for Parsing ACL 2022
Disambiguation of morpho-syntactic features of African American English – the case of habitual be ACL 2022
Clozer”:” Adaptable Data Augmentation for Cloze-style Reading Comprehension ACL 2022
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data AAAI 2022
Coordination Generation via Synchronized Text-Infilling COLING 2022
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition COLING 2022
Towards Robust Neural Machine Translation with Iterative Scheduled Data-Switch Training COLING 2022
Data Augmentation for Dementia Detection in Spoken Language. INTERSPEECH 2022
External Text Based Data Augmentation for Low-Resource Speech Recognition in the Constrained Condition of OpenASR21 Challenge INTERSPEECH 2022
The THUEE System Description for the IARPA OpenASR21 Challenge INTERSPEECH 2022
UMass PCL at SemEval-2022 Task 4: Pre-trained Language Model Ensembles for Detecting Patronizing and Condescending Language SEMEVAL 2022
ASRtrans at SemEval-2022 Task 4: Ensemble of Tuned Transformer-based Models for PCL Detection SEMEVAL 2022
Precisely the Point: Adversarial Augmentations for Faithful and Informative Text Generation EMNLP 2022
Being Friends Instead of Adversaries: Deep Networks Learn from Data Simplified by Other Networks AAAI 2022
Annotation Cost-Sensitive Deep Active Learning with Limited Data (Student Abstract) AAAI 2022
ConvTrans: Transforming Web Search Sessions for Conversational Dense Retrieval EMNLP 2022
CoCoa: An Encoder-Decoder Model for Controllable Code-switched Generation EMNLP 2022
Data augmentation in Bayesian neural networks and the cold posterior effect UAI 2022
Improving Dialogue Act Recognition with Augmented Data EMNLP 2022
On the effectiveness of adversarial training against common corruptions UAI 2022
Cyclic test time augmentation with entropy weight method UAI 2022