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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

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
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
ARGUABLY @ Causal News Corpus 2022: Contextually Augmented Language Models for Event Causality Identification EMNLP 2022
SelecMix: Debiased Learning by Contradicting-pair Sampling NIPS 2022
A Contrastive Cross-Channel Data Augmentation Framework for Aspect-Based Sentiment Analysis COLING 2022