Applying chinese semantic collocation knowledge to semantic error reasoning

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Abstract

The knowledge of Chinese semantic collocation plays an important role in Chinese semantic understanding. Based on the investigation of the existing semantic collocation knowledge base, this article proposes a method of constructing the Chinese semantic collocation knowledge base which combines dependency parsing with HowNet. Based on the analysis of the existing semantic collocation relationship, the method extracts the collocation relation in the corpus by dependency parsing, and then the semantic information of the collocation knowledge base is generalized based on the sememe information in HowNet. A three-layer semantic collocation knowledge base is constructed. At the same time, based on the semantic collocation knowledge base, a Chinese semantic error detection algorithm is designed and implemented, and its effectiveness is verified by experiments. The semantic collocation knowledge base based on dependency parsing and HowNet is less dependent on word distance and can better deal with the long-distance semantic collocation in text.

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Zhang, Y., Wei, W., Chen, R., & Huang, G. (2018). Applying chinese semantic collocation knowledge to semantic error reasoning. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 11173 LNAI, pp. 580–591). Springer Verlag. https://doi.org/10.1007/978-3-030-04015-4_50

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