AllenNLP is an open-source NLP research library designed for building deep learning models for a wide variety of linguistic tasks. It provides modular components for text processing, model building, and training, built directly on PyTorch. The library includes reference implementations of common NLP models and is designed to support rapid prototyping and reproducible research in natural language processing.