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基于神经网络混合模型的法律领域知识图谱事件场景方法

Event Scene Method of Legal Domain Knowledge Map Based on Neural Network Hybrid Model.

作者信息

Zhou Lu

机构信息

School of Law, Hunan University, Changsha, 41000 Hunan, China.

出版信息

Appl Bionics Biomech. 2022 Jun 18;2022:5880595. doi: 10.1155/2022/5880595. eCollection 2022.

Abstract

Event extraction technology is one of the important researches in the field of information extraction, which helps people accurately retrieve, find, classify, and summarize effective information from a large amount of information streams. This paper uses the neural network hybrid model to identify the trigger words and event categories of the legal domain knowledge graph events, extracts the events of interest from a large amount of free text, and displays them in a structured format. First, the original text is preprocessed, and then, the distributed semantic word vector is combined with the dependent syntactic structure and location attributes to create a semantic representation in the form of a vector. The combined deep learning model is used to extract activated words, the long-term memory loop neural network uses temporal semantics to extract deep features, and the convergent neural network completes the extraction of activated words and event categories. Finally, the experimental results show that the accuracy of event extraction of the neural network hybrid model designed in this paper has reached 77.1%, and the recall rate has reached 76.8%, which is greatly improved compared with the traditional model.

摘要

事件抽取技术是信息抽取领域的重要研究之一,它帮助人们从大量信息流中准确检索、查找、分类和汇总有效信息。本文采用神经网络混合模型来识别法律领域知识图谱事件的触发词和事件类别,从大量自由文本中提取感兴趣的事件,并以结构化格式显示。首先,对原始文本进行预处理,然后,将分布式语义词向量与依存句法结构和位置属性相结合,创建向量形式的语义表示。组合深度学习模型用于提取激活词,长短期记忆循环神经网络利用时态语义提取深度特征,收敛神经网络完成激活词和事件类别的提取。最后,实验结果表明,本文设计的神经网络混合模型的事件抽取准确率达到了77.1%,召回率达到了76.8%,与传统模型相比有了很大提高。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9134/9233617/9ecc872bf3b5/ABB2022-5880595.001.jpg

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