Data Augmentation

NoisyMix: Boosting Model Robustness to Common Corruptions AISTATS 2024 Not All Metrics Are Guilty: Improving NLG Evaluation by Diversifying References NAACL 2024 NoteChat: A Dataset of Synthetic Patient-Physician Conversations Conditioned on Clinical Notes ACL 2024 OAM-TCD: A globally diverse dataset of high-resolution tree cover maps NeurIPS 2024 OASIS: Conditional Distribution Shaping for Offline Safe Reinforcement Learning NeurIPS 2024 Oasis: Data Curation and Assessment System for Pretraining of Large Language Models IJCAI 2024 On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey ACL 2024 On the Effects of Heterogeneous Data Sources on Speech-to-Text Foundation Models Interspeech 2024 On-the-fly Denoising for Data Augmentation in Natural Language Understanding EACL 2024 On the Limitations of Temperature Scaling for Distributions with Overlaps ICLR 2024 On the Robustness of Neural Models for Full Sentence Transformation NAACL 2024 OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text ICLR 2024 Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning NeurIPS 2024 Optimizing Automatic Speech Assessment: W-RankSim Regularization and Hybrid Feature Fusion Strategies Interspeech 2024 Order-Agnostic Data Augmentation for Few-Shot Named Entity Recognition ACL 2024 Overcoming Early Saturation on Low-Resource Languages in Multilingual Dependency Parsing COLING 2024 Oversampling, Augmentation and Curriculum Learning for Speaking Assessment with Limited Training Data Interspeech 2024 P^2C^2Net: PDE-Preserved Coarse Correction Network for efficient prediction of spatiotemporal dynamics NeurIPS 2024 PairAug: What Can Augmented Image-Text Pairs Do for Radiology? CVPR 2024 Parametric Augmentation for Time Series Contrastive Learning ICLR 2024 PDAMeta: Meta-Learning Framework with Progressive Data Augmentation for Few-Shot Text Classification COLING 2024 PertEval: Unveiling Real Knowledge Capacity of LLMs with Knowledge-Invariant Perturbations NeurIPS 2024 PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs NeurIPS 2024 Plan, Generate and Complicate: Improving Low-resource Dialogue State Tracking via Easy-to-Difficult Zero-shot Data Augmentation ACL 2024 PointPatchMix: Point Cloud Mixing with Patch Scoring AAAI 2024