Data Augmentation

Task Configuration Impacts Annotation Quality and Model Training Performance in Crowdsourced Image Segmentation WACV 2025 TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types ICLR 2025 Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting CVPR 2025 TdAttenMix: Top-Down Attention Guided Mixup AAAI 2025 Teaching Human Behavior Improves Content Understanding Abilities Of VLMs ICLR 2025 Team Horizon at BHASHA Task 1: Multilingual IndicGEC with Transformer-based Grammatical Error Correction Models AACL 2025 Team INSAntive at SlavicNLP-2025 Shared Task: Data Augmentation and Enhancement via Explanations for Persuasion Technique Classification ACL 2025 TeleAI at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection with Prompt Engineering and Data Augmentation SemEval 2025 Test-time Augmentation Improves Efficiency in Conformal Prediction CVPR 2025 TextSSR: Diffusion-based Data Synthesis for Scene Text Recognition ICCV 2025 Thapar Titan/s : Fine-Tuning Pretrained Language Models with Contextual Augmentation for Mistake Identification in Tutor–Student Dialogues ACL 2025 That doesn’t sound right: Evaluating speech transcription quality in field linguistics corpora ACL 2025 The Change You Want To Detect: Semantic Change Detection In Earth Observation With Hybrid Data Generationf CVPR 2025 The Impact of Code-switched Synthetic Data Quality is Task Dependent: Insights from MT and ASR NAACL 2025 The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling ICLR 2025 The Power of LLM-Generated Synthetic Data for Stance Detection in Online Political Discussions ICLR 2025 The ShareLM Collection and Plugin: Contributing Human-Model Chats for the Benefit of the Community ACL 2025 Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension AAAI 2025 Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications AAAI 2025 TokenSmith: Streamlining Data Editing, Search, and Inspection for Large-Scale Language Model Training and Interpretability EMNLP 2025 TopoCellGen: Generating Histopathology Cell Topology with a Diffusion Model CVPR 2025 To Predict or Not to Predict? Proportionally Masked Autoencoders for Tabular Data Imputation AAAI 2025 TopXGen: Topic-Diverse Parallel Data Generation for Low-Resource Machine Translation EMNLP 2025 Towards Adversarially Robust Dataset Distillation by Curvature Regularization AAAI 2025 Towards Efficient and Robust VQA-NLE Data Generation with Large Vision-Language Models COLING 2025