Shypd.aiThe largest open index of AI toolsGraph4NLP is an open-source library for Deep Learning on Graphs and Natural Language Processing, providing easy-to-use Graph Neural Networks for NLP tasks. It offers full implementations of state-of-the-art models and flexible interfaces for custom development.
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Graph4NLP is a comprehensive open-source library designed to simplify the application of Graph Neural Networks (GNNs) to Natural Language Processing (NLP) tasks. It caters to both data scientists seeking ready-to-use, state-of-the-art model implementations and researchers/developers who require flexible interfaces to build customized models with full pipeline support. Built upon highly-optimized runtime libraries like DGL, Graph4NLP ensures high running efficiency and extensibility. The library features a four-layer architecture comprising Data, Module, Model, and Application layers, supporting a wide range of NLP applications including text classification, semantic parsing, neural machine translation, summarization, and knowledge graph completion. It also provides models like Graph2Seq and Graph2Tree for various graph-to-sequence and graph-to-tree problems.
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