Graph4NLP is a library for research and development at the intersection of deep learning on graphs and natural language processing. It offers full implementations of state-of-the-art graph neural network models for NLP alongside flexible APIs for building customized models. The library is built atop DGL (Deep Graph Library) and PyTorch, providing optimized runtime for training and inference with end-to-end pipeline support including data processing and model evaluation.