Data Augmentation

Priority on High-Quality: Selecting Instruction Data via Consistency Verification of Noise Injection EMNLP 2025 PromotionGo at LeWiDi-2025: Enhancing Multilingual Irony Detection with Data-Augmented Ensembles and L1 Loss EMNLP 2025 Promptable Representation Distribution Learning and Data Augmentation for Gigapixel Histopathology WSI Analysis AAAI 2025 Prompt-Free Conditional Diffusion for Multi-object Image Augmentation IJCAI 2025 Prompt-Guided Augmentation and Multi-modal Fusion for Argumentative Fallacy Classification in Political Debates ACL 2025 PromptSuite: A Task-Agnostic Framework for Multi-Prompt Generation EMNLP 2025 ProtPainter: Draw or Drag Protein via Topology-guided Diffusion ICLR 2025 QA Analysis in Medical and Legal Domains: A Survey of Data Augmentation in Low-Resource Settings ACL 2025 QualiSpeech: A Speech Quality Assessment Dataset with Natural Language Reasoning and Descriptions ACL 2025 Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation AAAI 2025 QuaLLM: An LLM-based Framework to Extract Quantitative Insights from Online Forums NAACL 2025 QueryShield: A Platform to Mitigate Enterprise Data Leakage in Queries to External LLMs NAACL 2025 Quest: Query-centric Data Synthesis Approach for Long-context Scaling of Large Language Model ICLR 2025 Randomly Projected Convex Clustering Model: Motivation, Realization, and Cluster Recovery Guarantees JMLR 2025 Rationalizing and Augmenting Dynamic Graph Neural Networks ICLR 2025 RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025 Read, Watch and Scream! Sound Generation from Text and Video AAAI 2025 Realistic Noise Synthesis with Diffusion Models AAAI 2025 Realistic Training Data Generation and Rule Enhanced Decoding in LLM for NameGuess EMNLP 2025 RecombiText: Compositional Data Augmentation for Enhancing LLM Pre-Training Datasets in Low-Resource Scenarios EMNLP 2025 Recontextualizing Revitalization: A Mixed Media Approach to Reviving the Nüshu Language EMNLP 2025 ReGen: Generative Robot Simulation via Inverse Design ICLR 2025 RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning AAAI 2025 Removing Geometric Bias in One-Class Anomaly Detection with Adaptive Feature Perturbation WACV 2025 Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data AAAI 2025