Refinery is an open-source labeling tool for natural language processing that enables data scientists to scale and maintain training datasets. It supports text annotation, classification, and annotation workflows with integration for spaCy and transformers. The platform emphasizes treating training data as a software artifact with built-in quality assessment and active learning features.