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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

An Unsupervised Hunt for Gravitational Lenses AISTATS 2022
Fair and Accurate Age Prediction Using Distribution Aware Data Curation and Augmentation WACV 2022
Ortho-Shot: Low Displacement Rank Regularization With Data Augmentation for Few-Shot Learning WACV 2022
Data InStance Prior (DISP) in Generative Adversarial Networks WACV 2022
Meta Approach to Data Augmentation Optimization WACV 2022
Human-Aided Saliency Maps Improve Generalization of Deep Learning WACV 2022
Late-Resizing: A Simple but Effective Sketch Extraction Strategy for Improving Generalization of Line-Art Colorization WACV 2022
Class-Balanced Active Learning for Image Classification WACV 2022
BRCC and SentiBahasaRojak: The First Bahasa Rojak Corpus for Pretraining and Sentiment Analysis Dataset COLING 2022
Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model COLING 2022
The Only Chance to Understand: Machine Translation of the Severely Endangered Low-resource Languages of Eurasia COLING 2022
Benefiting from Language Similarity in the Multilingual MT Training: Case Study of Indonesian and Malaysian COLING 2022
Syntax-driven Data Augmentation for Named Entity Recognition COLING 2022
MANTIS at SMM4H’2022: Pre-Trained Language Models Meet a Suite of Psycholinguistic Features for the Detection of Self-Reported Chronic Stress COLING 2022
FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition COLING 2022
Low-Resource Neural Machine Translation: A Case Study of Cantonese COLING 2022
Lightweight Contextual Logical Structure Recovery COLING 2022
BioInfo@UAVR@SMM4H’22: Classification and Extraction of Adverse Event mentions in Tweets using Transformer Models COLING 2022
Yet@SMM4H’22: Improved BERT-based classification models with Rdrop and PolyLoss COLING 2022
Fraunhofer SIT@SMM4H’22: Learning to Predict Stances and Premises in Tweets related to COVID-19 Health Orders Using Generative Models COLING 2022
CAISA@SMM4H’22: Robust Cross-Lingual Detection of Disease Mentions on Social Media with Adversarial Methods COLING 2022
MulZDG: Multilingual Code-Switching Framework for Zero-shot Dialogue Generation COLING 2022
Explore More Guidance: A Task-aware Instruction Network for Sign Language Translation Enhanced with Data Augmentation NAACL 2022
GraDA: Graph Generative Data Augmentation for Commonsense Reasoning NAACL 2022
ZusammenQA: Data Augmentation with Specialized Models for Cross-lingual Open-retrieval Question Answering System NAACL 2022