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DataFunTalk
DataFunTalk
Sep 20, 2022 · Artificial Intelligence

Graph4NLP: An Open‑Source Graph Neural Network Library for Natural Language Processing

Graph4NLP is a PyTorch‑ and DGL‑based open‑source library that provides a full pipeline—from static and dynamic graph construction to embedding, learning, prediction, and inference—for applying graph neural networks to a wide range of NLP tasks, with extensive documentation, demos, and future scalability plans.

DGLGraph Neural NetworksGraph4NLP
0 likes · 13 min read
Graph4NLP: An Open‑Source Graph Neural Network Library for Natural Language Processing
DataFunTalk
DataFunTalk
May 1, 2022 · Artificial Intelligence

Graph Deep Learning for Natural Language Processing: Methods, Models, and the Graph4NLP Library

This talk introduces graph deep learning techniques for natural language processing, covering the motivation for graph representations, traditional graph-based NLP methods, fundamentals of graph neural networks, static and dynamic graph construction, representation learning, and showcases the open‑source Graph4NLP Python library with example applications.

Graph Neural NetworksGraph RepresentationGraph4NLP
0 likes · 16 min read
Graph Deep Learning for Natural Language Processing: Methods, Models, and the Graph4NLP Library