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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

PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks ACL 2022
Can Synthetic Translations Improve Bitext Quality? ACL 2022
Learning with Limited Text Data ACL 2022
Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model ACL 2022
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text ACL 2022
N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking ACL 2022
Sibylvariant Transformations for Robust Text Classification ACL 2022
Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue ACL 2022
AMR-DA: Data Augmentation by Abstract Meaning Representation ACL 2022
Word-level Perturbation Considering Word Length and Compositional Subwords ACL 2022
Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation ACL 2022
Simple Semantic-based Data Augmentation for Named Entity Recognition in Biomedical Texts ACL 2022
Horses to Zebras: Ontology-Guided Data Augmentation and Synthesis for ICD-9 Coding ACL 2022
DD-TIG at Constraint@ACL2022: Multimodal Understanding and Reasoning for Role Labeling of Entities in Hateful Memes ACL 2022
DE-ABUSE@TamilNLP-ACL 2022: Transliteration as Data Augmentation for Abuse Detection in Tamil ACL 2022
Improving Machine Translation Formality Control with Weakly-Labelled Data Augmentation and Post Editing Strategies ACL 2022
bitsa_nlp@LT-EDI-ACL2022: Leveraging Pretrained Language Models for Detecting Homophobia and Transphobia in Social Media Comments ACL 2022
Nozza@LT-EDI-ACL2022: Ensemble Modeling for Homophobia and Transphobia Detection ACL 2022
FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classification ACL 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models ACL 2022
Detecting the Role of an Entity in Harmful Memes: Techniques and their Limitations ACL 2022
Continuing Pre-trained Model with Multiple Training Strategies for Emotional Classification ACL 2022
Retrieval-guided Counterfactual Generation for QA ACL 2022
Using Neural Machine Translation Methods for Sign Language Translation ACL 2022
Analyzing Dynamic Adversarial Training Data in the Limit ACL 2022