Data Augmentation

UnifiedVisual: A Framework for Constructing Unified Vision-Language Datasets EMNLP 2025 UnitCoder: Scalable Code Synthesis from Pre-training Corpora EMNLP 2025 Unleashing LLM Reasoning Capability via Scalable Question Synthesis from Scratch ACL 2025 Unlocking Speech Instruction Data Potential with Query Rewriting ACL 2025 Untie the Knots: An Efficient Data Augmentation Strategy for Long-Context Pre-Training in Language Models ACL 2025 Upsample or Upweight? Balanced Training on Heavily Imbalanced Datasets NAACL 2025 Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation EMNLP 2025 Ustnlp16 at SemEval-2025 Task 9: Improving Model Performance through Imbalance Handling and Focal Loss SemEval 2025 VaeDiff-DocRE: End-to-end Data Augmentation Framework for Document-level Relation Extraction COLING 2025 VCR: A “Cone of Experience” Driven Synthetic Data Generation Framework for Mathematical Reasoning AAAI 2025 Velora at BLP-2025 Task 1: Multi-Method Evaluation for Hate Speech Classification in Bangla Text AACL 2025 VerbaNexAI at SemEval-2025 Task 11 Track A: A RoBERTa-Based Approach for the Classification of Emotions in Text SemEval 2025 VERITAS: Leveraging Vision Priors and Expert Fusion to Improve Multimodal Data EMNLP 2025 ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis ICCV 2025 VisionArena: 230k Real World User-VLM Conversations with Preference Labels CVPR 2025 VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation CVPR 2025 VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search EMNLP 2025 ViUniT: Visual Unit Tests for More Robust Visual Programming CVPR 2025 VoiceTextBlender: Augmenting Large Language Models with Speech Capabilities via Single-Stage Joint Speech-Text Supervised Fine-Tuning NAACL 2025 V-Oracle: Making Progressive Reasoning in Deciphering Oracle Bones for You and Me ACL 2025 Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains ACL 2025 We Need to Measure Data Diversity in NLP — Better and Broader EMNLP 2025 What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices ACL 2025 What did you say? Generating Child-Directed Speech Questions to Train LLMs EMNLP 2025 What is it? Towards a Generalizable Native American Language Identification System NAACL 2025