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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Targeted Augmentation for Low-Resource Event Extraction NAACL 2024
DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM Workflows ACL 2024
Simple and effective data augmentation for compositional generalization NAACL 2024
NLP_STR_teamS at SemEval-2024 Task1: Semantic Textual Relatedness based on MASK Prediction and BERT Model NAACL 2024
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language Models NIPS 2024
MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs ACL 2024
Synonym relations affect object detection learned on vision-language data NAACL 2024
ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions ACL 2024
Assemblage: Automatic Binary Dataset Construction for Machine Learning NIPS 2024
Synthetic Data Generation for Low-resource Grammatical Error Correction with Tagged Corruption Models NAACL 2024
When Life Gives You Lemons, Make Cherryade: Converting Feedback from Bad Responses into Good Labels NAACL 2024
Revealing the Two Sides of Data Augmentation: An Asymmetric Distillation-based Win-Win Solution for Open-Set Recognition IJCAI 2024
CCSum: A Large-Scale and High-Quality Dataset for Abstractive News Summarization NAACL 2024
Brandeis at VarDial 2024 DSL-ML Shared Task: Multilingual Models, Simple Baselines and Data Augmentation NAACL 2024
Edu-ConvoKit: An Open-Source Library for Education Conversation Data NAACL 2024
On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey ACL 2024
Oasis: Data Curation and Assessment System for Pretraining of Large Language Models IJCAI 2024
Tweak to Trust: Assessing the Reliability of Summarization Metrics in Contact Centers via Perturbed Summaries NAACL 2024
ATLAS: A System for PDF-centric Human Interaction Data Collection NAACL 2024
Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification CVPR 2024
Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis NIPS 2024
Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate Pairs EMNLP 2024
ARAIDA: Analogical Reasoning-Augmented Interactive Data Annotation ACL 2024
Making LLMs as Fine-Grained Relation Extraction Data Augmentor IJCAI 2024
DKE-Research at SemEval-2024 Task 2: Incorporating Data Augmentation with Generative Models and Biomedical Knowledge to Enhance Inference Robustness NAACL 2024