Data Augmentation

ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance Analysis NAACL 2025 Rethinking Data Selection at Scale: Random Selection is Almost All You Need EMNLP 2025 Rethinking KenLM: Good and Bad Model Ensembles for Efficient Text Quality Filtering in Large Web Corpora ACL 2025 Revisiting Scaling Laws for Language Models: The Role of Data Quality and Training Strategies ACL 2025 Rhetorical Device-Aware Sarcasm Detection with Counterfactual Data Augmentation ACL 2025 RoboMIND: Benchmark on Multi-embodiment Intelligence Normative Data for Robot Manipulation RSS 2025 Robustness of LLMs to Transliteration Perturbations in Bangla AACL 2025 ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025 RPDR: A Round-trip Prediction-Based Data Augmentation Framework for Long-Tail Question Answering EMNLP 2025 RuleR: Improving LLM Controllability by Rule-based Data Recycling NAACL 2025 Rust-doctor: Enhanced Feature for Rust Ownership and Lifetime Repair with Balanced Training Data Generation EMNLP 2025 S2Gaussian: Sparse-View Super-Resolution 3D Gaussian Splatting CVPR 2025 SampleMix: A Sample-wise Pre-training Data Mixing Strategy by Coordinating Data Quality and Diversity EMNLP 2025 SAP: Corrective Machine Unlearning with Scaled Activation Projection for Label Noise Robustness AAAI 2025 Scalable Data Synthesis through Human-like Cognitive Imitation and Data Recombination EMNLP 2025 Scalable Vision Language Model Training via High Quality Data Curation ACL 2025 ScaleMatch: Multi-scale Consistency Enhancement for Semi-supervised Semantic Segmentation AAAI 2025 Scaling Instruction-tuned LLMs to Million-token Contexts via Hierarchical Synthetic Data Generation ICLR 2025 Scaling Long Context Training Data by Long-Distance Referrals ICLR 2025 Scaling Low-Resource MT via Synthetic Data Generation with LLMs EMNLP 2025 Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation ACL 2025 Scaling Under-Resourced TTS: A Data-Optimized Framework with Advanced Acoustic Modeling for Thai ACL 2025 Scan-and-Print: Patch-level Data Summarization and Augmentation for Content-aware Layout Generation in Poster Design IJCAI 2025 SCAN: Bootstrapping Contrastive Pre-training for Data Efficiency ICCV 2025 ScanEZ: Integrating Cognitive Models with Self-Supervised Learning for Spatiotemporal Scanpath Prediction ACL 2025