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Data Augmentation

3622 directly classified papers

Papers per year

Papers

When Life Gives You Lemons, Make Cherryade: Converting Feedback from Bad Responses into Good Labels NAACL 2024
Simple and effective data augmentation for compositional generalization NAACL 2024
Synthetic Data Generation for Low-resource Grammatical Error Correction with Tagged Corruption Models NAACL 2024
Grammar-based Data Augmentation for Low-Resource Languages: The Case of Guarani-Spanish Neural Machine Translation NAACL 2024
DKE-Research at SemEval-2024 Task 2: Incorporating Data Augmentation with Generative Models and Biomedical Knowledge to Enhance Inference Robustness SEMEVAL 2024
IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors NIPS 2024
Synonym relations affect object detection learned on vision-language data NAACL 2024
Targeted Augmentation for Low-Resource Event Extraction NAACL 2024
Multi-TA: Multilevel Temporal Augmentation for Robust Septic Shock Early Prediction IJCAI 2024
Edu-ConvoKit: An Open-Source Library for Education Conversation Data NAACL 2024
ATLAS: A System for PDF-centric Human Interaction Data Collection NAACL 2024
Brandeis at VarDial 2024 DSL-ML Shared Task: Multilingual Models, Simple Baselines and Data Augmentation NAACL 2024
CCSum: A Large-Scale and High-Quality Dataset for Abstractive News Summarization NAACL 2024
On the Robustness of Neural Models for Full Sentence Transformation NAACL 2024
DKE-Research at SemEval-2024 Task 2: Incorporating Data Augmentation with Generative Models and Biomedical Knowledge to Enhance Inference Robustness NAACL 2024
ROUGE-K: Do Your Summaries Have Keywords? NAACL 2024
A Generative Model of Symmetry Transformations NIPS 2024
SCaLAR at SemEval-2024 Task 8: Unmasking the machine : Exploring the power of RoBERTa Ensemble for Detecting Machine Generated Text SEMEVAL 2024
Tweak to Trust: Assessing the Reliability of Summarization Metrics in Contact Centers via Perturbed Summaries NAACL 2024
Boosting Model Resilience via Implicit Adversarial Data Augmentation IJCAI 2024
Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image Classification AAAI 2024
RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models ACL 2024
Byun at SemEval-2024 Task 6: Text Classification on Hallucinating Text with Simple Data Augmentation SEMEVAL 2024
A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction IJCAI 2024
Hybrid Generative AI for De Novo Design of Co-Crystals with Enhanced Tabletability NIPS 2024