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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Fine-grained Control of Generative Data Augmentation in IoT Sensing NIPS 2024
BIGOS V2 Benchmark for Polish ASR: Curated Datasets and Tools for Reproducible Evaluation NIPS 2024
Grammar-based Data Augmentation for Low-Resource Languages: The Case of Guarani-Spanish Neural Machine Translation NAACL 2024
CCSum: A Large-Scale and High-Quality Dataset for Abstractive News Summarization NAACL 2024
Edu-ConvoKit: An Open-Source Library for Education Conversation Data NAACL 2024
DetDiffusion: Synergizing Generative and Perceptive Models for Enhanced Data Generation and Perception CVPR 2024
Enhancing Dialogue State Tracking Models through LLM-backed User-Agents Simulation ACL 2024
Tweak to Trust: Assessing the Reliability of Summarization Metrics in Contact Centers via Perturbed Summaries NAACL 2024
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models ACL 2024
Synthesize, Partition, then Adapt: Eliciting Diverse Samples from Foundation Models NIPS 2024
Brandeis at VarDial 2024 DSL-ML Shared Task: Multilingual Models, Simple Baselines and Data Augmentation NAACL 2024
ATLAS: A System for PDF-centric Human Interaction Data Collection NAACL 2024
DialogCC: An Automated Pipeline for Creating High-Quality Multi-Modal Dialogue Dataset NAACL 2024
WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning ACL 2024
Improving Adversarial Data Collection by Supporting Annotators: Lessons from GAHD, a German Hate Speech Dataset NAACL 2024
DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM Workflows ACL 2024
DKE-Research at SemEval-2024 Task 2: Incorporating Data Augmentation with Generative Models and Biomedical Knowledge to Enhance Inference Robustness 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
ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions ACL 2024
Assemblage: Automatic Binary Dataset Construction for Machine Learning NIPS 2024
ROUGE-K: Do Your Summaries Have Keywords? NAACL 2024
On the Robustness of Neural Models for Full Sentence Transformation NAACL 2024
Oasis: Data Curation and Assessment System for Pretraining of Large Language Models IJCAI 2024
Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis NIPS 2024