Data Augmentation

Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth NeurIPS 2024 Text Filtering Classifiers for Medium-Resource Languages COLING 2024 Text Injection for Neural Contextual Biasing Interspeech 2024 TextNeRF: A Novel Scene-Text Image Synthesis Method based on Neural Radiance Fields CVPR 2024 ThangDLU at #SMM4H 2024: Encoder-decoder models for classifying text data on social disorders in children and adolescents ACL 2024 The ALCHEmist: Automated Labeling 500x CHEaper than LLM Data Annotators NeurIPS 2024 The Effectiveness of LLMs as Annotators: A Comparative Overview and Empirical Analysis of Direct Representation COLING 2024 The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale NeurIPS 2024 The good, the bad and the ugly sides of data augmentation: An implicit spectral regularization perspective JMLR 2024 The Greek podcast corpus: Competitive speech models for low-resourced languages with weakly supervised data Interspeech 2024 The Multimodal Universe: Enabling Large-Scale Machine Learning with 100 TB of Astronomical Scientific Data NeurIPS 2024 The Neglected Tails in Vision-Language Models CVPR 2024 The PGNSC Benchmark: How Do We Predict Where Information Spreads? ACL 2024 The Role of Data Curation in Image Captioning EACL 2024 The Unreasonable Effectiveness of Linear Prediction as a Perceptual Metric ICLR 2024 Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis NeurIPS 2024 TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables NeurIPS 2024 TOAD: Task-Oriented Automatic Dialogs with Diverse Response Styles ACL 2024 Topic-Controllable Summarization: Topic-Aware Evaluation and Transformer Methods COLING 2024 TopViewRS: Vision-Language Models as Top-View Spatial Reasoners EMNLP 2024 Toward Robustness in Multi-Label Classification: A Data Augmentation Strategy against Imbalance and Noise AAAI 2024 Towards Accurate and Fair Cognitive Diagnosis via Monotonic Data Augmentation NeurIPS 2024 Towards Combating Frequency Simplicity-biased Learning for Domain Generalization NeurIPS 2024 Towards Cost-effective Multi-style Conversations: A Pilot Study in Task-oriented Dialogue Generation COLING 2024 Towards Editing Time Series NeurIPS 2024