Catalyst is a high-performance C# NLP library inspired by spaCy’s design, built entirely in pure C#. It offers out-of-the-box support for training word and document embeddings, tokenization, and multiple entity recognition approaches including gazeteer-based, rule-based, and perceptron-based models, with pre-trained models available.