<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>In today’s rapidly changing society, exploring the historical evolution of Marxist ideology in Civic Education can provide a more comprehensive understanding of the subject. In this paper, oriented to Civic Education, we use crawlers and other related technologies to obtain a Civic Text Corpus and complete the acquisition of Civic entities based on the BiLSTMCRF model for its annotation and collection. The acquired entities are divided into unstructured and semi-structured data, and the former is used to extract the relational triad by crawling technology, while the latter is obtained with the help of dependency syntactic analysis. Based on the analysis of the constructed cognitive map of Civic Education, the word “construction” in Marxist Civic Education in the 21st century has the highest degree of enthusiasm, reaching 0.191, followed by “student”, with a degree of enthusiasm of 0.150.</p>
</abstract>

In today’s rapidly changing society, exploring the historical evolution of Marxist ideology in Civic Education can provide a more comprehensive understanding of the subject. In this paper, oriented to Civic Education, we use crawlers and other related technologies to obtain a Civic Text Corpus and complete the acquisition of Civic entities based on the BiLSTMCRF model for its annotation and collection. The acquired entities are divided into unstructured and semi-structured data, and the former is used to extract the relational triad by crawling technology, while the latter is obtained with the help of dependency syntactic analysis. Based on the analysis of the constructed cognitive map of Civic Education, the word “construction” in Marxist Civic Education in the 21st century has the highest degree of enthusiasm, reaching 0.191, followed by “student”, with a degree of enthusiasm of 0.150.

The Historical Evolution of Marxist Ideas on Civic Education Based on the Cognitive Mapping Construct

Shandong Youth University of Political Science

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

In today’s rapidly changing society, exploring the historical evolution of Marxist ideology in Civic Education can provide a more comprehensive understanding...

The Historical Evolution of Marxist Ideas on Civic Education Based on the Cognitive Mapping Construct

Published Online: Oct 30, 2023

Page range: -

Received: Nov 13, 2022

Accepted: May 10, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00890

Keywords
Cognitive mapping, BiLSTM-CRF model, Dependency syntactic analysis, Entity relations, Civic education

© 2023 Lu Liu, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

The Historical Evolution of Marxist Ideas on Civic Education Based on the Cognitive Mapping Construct

Published Online: Oct 30, 2023

Page range: -

Received: Nov 13, 2022

Accepted: May 10, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00890

KeywordsCognitive mapping, BiLSTM-CRF model, Dependency syntactic analysis, Entity relations, Civic education

© 2023 Lu Liu, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Cognitive mapping, BiLSTM-CRF model, Dependency syntactic analysis, Entity relations, Civic education