data curation

Aleph-Alpha-GermanWeb: Improving German-language LLM pre-training with model-based data curation and synthetic data generation EACL 2026 Beyond the Golden Data: Resolving the Motion-Vision Quality Dilemma via Timestep Selective Training CVPR 2026 CLIP-like Model as a Foundational Density Ratio Estimator CVPR 2026 Concept-Aware Batch Sampling Improves Language-Image Pretraining CVPR 2026 Demystifying Data Organization for Enhanced LLM Training ACL 2026 In Pursuit of Pixel Supervision for Visual Pre-training CVPR 2026 Learning from Evolving Training Dynamics: An Entropy-Maximizing Data Curation Strategy for LLM Supervised Post-Training ACL 2026 MatAnyone 2: Scaling Video Matting via a Learned Quality Evaluator CVPR 2026 OctoMed: Data Recipes for State-of-the-Art Multimodal Medical Reasoning CVPR 2026 Online Data Curation for Object Detection via Marginal Contributions to Dataset-level Average Precision CVPR 2026 PP-OCRv5: A Specialized 5M-Parameter Model Rivaling Billion-Parameter Vision-Language Models on OCR Tasks CVPR 2026 Revisiting Generalization Across Difficulty Levels: It’s Not So Easy EACL 2026 SoccerMaster: A Vision Foundation Model for Soccer Understanding CVPR 2026 Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs ACL 2026 Using a Human-AI Teaming Approach to Create and Curate Scientific Datasets with the SciLire System EACL 2026 ArabicWeb-Edu: Educational Quality Data for Arabic LLM Training EMNLP 2025 Data Shapley in One Training Run ICLR 2025 Data to Defense: The Role of Curation in Aligning Large Language Models Against Safety Compromise EMNLP 2025 Improving Data Efficiency via Curating LLM-Driven Rating Systems ICLR 2025 Improving the Quality of Web-mined Parallel Corpora of Low-Resource Languages using Debiasing Heuristics EMNLP 2025 LP Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models EMNLP 2025 Machine-generated text detection prevents language model collapse EMNLP 2025 MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025 ORBIT: Cost-Effective Dataset Curation for Large Language Model Domain Adaptation with an Astronomy Case Study ACL 2025 PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025