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

<p>This paper discusses the construction and application of the knowledge map of the Civics curriculum. Firstly, the courses’ ontology concept and hierarchical relationship are identified, and their attributes and relationships are defined. Then, BiLSTM-CRF model was used to extract the Civics entities, and relevant data were obtained from websites using crawler technology and regular expressions. The keyword screening technique was used to ensure the Civic politics relevance of the data. The data storage adopts RDF triples and Neo4j graph database to construct a visualization system for Civics teaching. The experimental results show that the BiLSTM-CRF model performs well in extracting Civics entities, mainly in specialized knowledge, and achieves high accuracy. The study effectively improves the efficiency and quality of Civics learning through knowledge mapping and visualization techniques.</p>
</abstract>

This paper discusses the construction and application of the knowledge map of the Civics curriculum. Firstly, the courses’ ontology concept and hierarchical relationship are identified, and their attributes and relationships are defined. Then, BiLSTM-CRF model was used to extract the Civics entities, and relevant data were obtained from websites using crawler technology and regular expressions. The keyword screening technique was used to ensure the Civic politics relevance of the data. The data storage adopts RDF triples and Neo4j graph database to construct a visualization system for Civics teaching. The experimental results show that the BiLSTM-CRF model performs well in extracting Civics entities, mainly in specialized knowledge, and achieves high accuracy. The study effectively improves the efficiency and quality of Civics learning through knowledge mapping and visualization techniques.

Innovation of Civics Teaching Mode and Informatization Teaching in Colleges and Universities Based on Knowledge Mapping System

Applied Mathematics and Nonlinear Sciences

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

This paper discusses the construction and application of the knowledge map of the Civics curriculum. Firstly, the courses’ ontology concept and hierarchical...

Innovation of Civics Teaching Mode and Informatization Teaching in Colleges and Universities Based on Knowledge Mapping System

Published Online: Feb 26, 2024

Page range: -

Received: Jan 10, 2024

Accepted: Jan 17, 2024

DOI: https://doi.org/10.2478/amns-2024-0472

Keywords
BiLSTM-CRF model, Knowledge graph, Regular expression, RDF triad, Civics teaching

© 2024 Jie Li, published by Sciendo

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

Innovation of Civics Teaching Mode and Informatization Teaching in Colleges and Universities Based on Knowledge Mapping System

Published Online: Feb 26, 2024

Page range: -

Received: Jan 10, 2024

Accepted: Jan 17, 2024

DOI: https://doi.org/10.2478/amns-2024-0472

KeywordsBiLSTM-CRF model, Knowledge graph, Regular expression, RDF triad, Civics teaching

© 2024 Jie Li, published by Sciendo

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

Keywords
BiLSTM-CRF model, Knowledge graph, Regular expression, RDF triad, Civics teaching