科技情报研究2024，Vol.6Issue(2)：115-126,12.DOI:10.19809/j.cnki.kjqbyj.2024.02.010
AIGC视角下非物质文化遗产知识图谱的构建研究
Research on the Construction of Knowledge Graph of Intangible Cultural Heritage from the Perspective of AIGC
陈昱成 1黎洋 1刘江峰 2杨帆3
作者信息
- 1. 中国科学院文献情报中心,北京 100190||中国科学院大学经济与管理学院信息资源管理系,北京 100190
- 2. 南京大学信息管理学院,南京 210023||南京大学数据智能与交叉创新实验室,南京 210023
- 3. 苏州大学计算机科学与技术学院,苏州 215006
- 折叠
摘要
Abstract
[Purpose/significance]Intangible cultural heritage is an important component of human civilization,which is of great significance for protecting and promoting national spirit,enhancing national identity and cohesion.[Method/process]This paper explores how to utilize the advantages of AIGC,combined with traditional deep learning methods,then construct a comprehensive and efficient map of intangible cultural heritage knowledge.[Result/conclusion]In the classification study of intangible cultural heritage projects,the fine-tuned Baihuan-7B has the best effect,with an macro-F1 value of 0.7688.In the extraction of intangible cultural heritage attribute information,RoBERTa has the best effect,with an F1 value of 0.7085.The 2-Gram BLEU generated by fine-tuning Baihuan-7B is 0.2052.Combining the results of attribute extraction and generation,an efficient and comprehensive knowledge graph is constructed.[Innovation/limitation]This study uses a generative large model to assist in the establishment of knowledge graphs,focus on national-level intangible fruit projects,not induding provinciul-level projects with high reasearch value.关键词
LLM/AIGC/非物质文化遗产/知识图谱Key words
LLM/AIGC/intangible cultural heritage/knowledge graph分类
社会科学引用本文复制引用
陈昱成,黎洋,刘江峰,杨帆..AIGC视角下非物质文化遗产知识图谱的构建研究[J].科技情报研究,2024,6(2):115-126,12.
