Data Augmentation

Mastering the Craft of Data Synthesis for CodeLLMs NAACL 2025 MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code ICLR 2025 MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025 Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025 MDCure: A Scalable Pipeline for Multi-Document Instruction-Following ACL 2025 MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 2025 MegaPairs: Massive Data Synthesis for Universal Multimodal Retrieval ACL 2025 MEH: A Multi-Style Dataset and Toolkit for Advancing Egyptian Hieroglyph Recognition ICCV 2025 MeshGen: Generating PBR Textured Mesh with Render-Enhanced Auto-Encoder and Generative Data Augmentation CVPR 2025 Meta-rater: A Multi-dimensional Data Selection Method for Pre-training Language Models ACL 2025 MetaSynth: Meta-Prompting-Driven Agentic Scaffolds for Diverse Synthetic Data Generation ACL 2025 MetninOzU at BioLaySumm2025: Text Summarization with Reverse Data Augmentation and Injecting Salient Sentences ACL 2025 MGDA: Model-based Goal Data Augmentation for Offline Goal-conditioned Weighted Supervised Learning AAAI 2025 Middo: Model-Informed Dynamic Data Optimization for Enhanced LLM Fine-Tuning via Closed-Loop Learning EMNLP 2025 Mind the Gap: A Review of Arabic Post-Training Datasets and Their Limitations EMNLP 2025 Minority-Focused Text-to-Image Generation via Prompt Optimization CVPR 2025 Mitigating Shortcut Learning via Smart Data Augmentation based on Large Language Model COLING 2025 MixRevDetect: Towards Detecting AI-Generated Content in Hybrid Peer Reviews. NAACL 2025 Mixture-of-Scores: Robust Image-Text Data Valuation via Three Lines of Code ICCV 2025 MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct ACL 2025 MODA: Motion-Drift Augmentation for Inertial Human Motion Analysis CVPR 2025 Model Calibration for Emotion Detection EMNLP 2025 MonoPlace3D: Learning 3D-Aware Object Placement for 3D Monocular Detection CVPR 2025 MonoTODia: Translating Monologue Requests to Task-Oriented Dialogues NAACL 2025 Moral Framing in Politics (MFiP): A new resource and models for moral framing EMNLP 2025