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crownpku/Information-Extraction-Chinese

Deep learning toolkit for Chinese named entity recognition and relation extraction using IDCNN/biLSTM+CRF and biGRU+attention architectures.

2.3k stars Python Language ModelsData Tooling
Information-Extraction-Chinese
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This repository provides neural network implementations for Chinese information extraction, combining IDCNN or biLSTM with a CRF layer for named entity recognition, and using biGRU with dual attention mechanisms for relation extraction. The project uses TensorFlow to implement state-of-the-art deep learning methods for Chinese NLP tasks including word segmentation, entity recognition, and relationship classification between entities.

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