nlpnet is a Python library implementing neural network architectures for natural language processing tasks. The library provides functionality for part-of-speech tagging, semantic role labeling, and dependency parsing. It uses Cython to generate C extensions for improved performance. The core architecture is language-independent while supporting Portuguese-specific features, and was inspired by the SENNA system.