skweak enables users to define labelling functions (heuristics, gazetteers, ML models, or crowd annotations) that automatically label documents, then aggregates their predictions using a statistical model that estimates each function’s accuracy and confusion matrix. It supports both sequence labelling and text classification tasks, providing a complete API built around spaCy.