Data Augmentation

SpreadNaLa: A Naturalistic Code Generation Evaluation Dataset of Spreadsheet Formulas COLING 2024 SPZ: A Semantic Perturbation-based Data Augmentation Method with Zonal-Mixing for Alzheimer’s Disease Detection ACL 2024 SRCB at #SMM4H 2024: Making Full Use of LLM-based Data Augmentation in Adverse Drug Event Extraction and Normalization ACL 2024 SSN-Nova@LT-EDI 2024: POS Tagging, Boosting Techniques and Voting Classifiers for Caste And Migration Hate Speech Detection EACL 2024 STAGE: Simple Text Data Augmentation by Graph Exploration COLING 2024 STA: Self-controlled Text Augmentation for Improving Text Classifications COLING 2024 Step-by-Step: Controlling Arbitrary Style in Text with Large Language Models COLING 2024 Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks NeurIPS 2024 Supervision Interpolation via LossMix: Generalizing Mixup for Object Detection and Beyond AAAI 2024 Surveying the FAIRness of Annotation Tools: Difficult to find, difficult to reuse EACL 2024 SussexAI at ArAIEval Shared Task: Mitigating Class Imbalance in Arabic Propaganda Detection ACL 2024 Swift Sampler: Efficient Learning of Sampler by 10 Parameters NeurIPS 2024 Synonym relations affect object detection learned on vision-language data NAACL 2024 Synthesize, Partition, then Adapt: Eliciting Diverse Samples from Foundation Models NeurIPS 2024 Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA CVPR 2024 SynthesizRR: Generating Diverse Datasets with Retrieval Augmentation EMNLP 2024 Synthetic Data Generation for Low-resource Grammatical Error Correction with Tagged Corruption Models NAACL 2024 Synthetic-Error Augmented Parsing of Swedish as a Second Language: Experiments with Word Order COLING 2024 TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models NeurIPS 2024 TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning EMNLP 2024 Targeted Augmentation for Low-Resource Event Extraction NAACL 2024 Task Oriented In-Domain Data Augmentation EMNLP 2024 TAU: Trajectory Data Augmentation with Uncertainty for Next POI Recommendation AAAI 2024 Temporal Validity Change Prediction ACL 2024 TenGAN: Pure Transformer Encoders Make an Efficient Discrete GAN for De Novo Molecular Generation AISTATS 2024