data curation

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation AAAI 2025 Robot Data Curation with Mutual Information Estimators RSS 2025 Scalable Vision Language Model Training via High Quality Data Curation ACL 2025 SMOL: Professionally Translated Parallel Data for 115 Under-represented Languages EMNLP 2025 The Speech Accessibility Project: Best Practices for Collection and Curation of Disordered Speech Interspeech 2025 AboutMe: Using Self-Descriptions in Webpages to Document the Effects of English Pretraining Data Filters ACL 2024 Back to the Stats: Rescuing Low Resource Neural Machine Translation with Statistical Methods EMNLP 2024 Data Advisor: Dynamic Data Curation for Safety Alignment of Large Language Models EMNLP 2024 DataComp-LM: In search of the next generation of training sets for language models NeurIPS 2024 Data curation via joint example selection further accelerates multimodal learning NeurIPS 2024 DecorateLM: Data Engineering through Corpus Rating, Tagging, and Editing with Language Models EMNLP 2024 Demystifying CLIP Data ICLR 2024 Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research ACL 2024 Large Language Models as Automated Aligners for benchmarking Vision-Language Models ICLR 2024 LexMatcher: Dictionary-centric Data Curation for LLM-based Machine Translation EMNLP 2024 Multilingual Diversity Improves Vision-Language Representations NeurIPS 2024 Oasis: Data Curation and Assessment System for Pretraining of Large Language Models IJCAI 2024 On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey ACL 2024 Position Paper: Data-Centric AI in the Age of Large Language Models EMNLP 2024 RedPajama: an Open Dataset for Training Large Language Models NeurIPS 2024 ReMix: Optimizing Data Mixtures for Large Scale Imitation Learning CoRL 2024 Scaling Laws for Data Filtering-- Data Curation cannot be Compute Agnostic CVPR 2024 SELECT: A Large-Scale Benchmark of Data Curation Strategies for Image Classification NeurIPS 2024 Self-Consuming Generative Models with Curated Data Provably Optimize Human Preferences NeurIPS 2024 The Role of Data Curation in Image Captioning EACL 2024