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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

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
ASRtrans at SemEval-2022 Task 4: Ensemble of Tuned Transformer-based Models for PCL Detection NAACL 2022
UMass PCL at SemEval-2022 Task 4: Pre-trained Language Model Ensembles for Detecting Patronizing and Condescending Language NAACL 2022
stce at SemEval-2022 Task 6: Sarcasm Detection in English Tweets NAACL 2022
akaBERT at SemEval-2022 Task 6: An Ensemble Transformer-based Model for Arabic Sarcasm Detection NAACL 2022
Dartmouth at SemEval-2022 Task 6: Detection of Sarcasm NAACL 2022
UTNLP at SemEval-2022 Task 6: A Comparative Analysis of Sarcasm Detection Using Generative-based and Mutation-based Data Augmentation NAACL 2022
HFL at SemEval-2022 Task 8: A Linguistics-inspired Regression Model with Data Augmentation for Multilingual News Similarity NAACL 2022
MT-Speech at SemEval-2022 Task 10: Incorporating Data Augmentation and Auxiliary Task with Cross-Lingual Pretrained Language Model for Structured Sentiment Analysis NAACL 2022
SPDB Innovation Lab at SemEval-2022 Task 10: A Novel End-to-End Structured Sentiment Analysis Model based on the ERNIE-M NAACL 2022
LMN at SemEval-2022 Task 11: A Transformer-based System for English Named Entity Recognition NAACL 2022
Infrrd.ai at SemEval-2022 Task 11: A system for named entity recognition using data augmentation, transformer-based sequence labeling model, and EnsembleCRF NAACL 2022
SemEval-2022 Task 3: PreTENS-Evaluating Neural Networks on Presuppositional Semantic Knowledge NAACL 2022
UU-Tax at SemEval-2022 Task 3: Improving the generalizability of language models for taxonomy classification through data augmentation NAACL 2022
Tesla at SemEval-2022 Task 4: Patronizing and Condescending Language Detection using Transformer-based Models with Data Augmentation NAACL 2022
I2C at SemEval-2022 Task 4: Patronizing and Condescending Language Detection using Deep Learning Techniques NAACL 2022