GLiClass is an open-source zero-shot sequence classification model inspired by GLiNER that achieves comparable performance to cross-encoder models while being 10 times faster through single forward pass classification. It supports hierarchical labels, in-context examples, custom prompts, and long document chunking for improved accuracy and flexibility.