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基于区块链技术的非结构化文本关键信息智能抽取模型

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为了实现精准、高效地抽取关键信息,保证抽取过程和抽取结果的完整性,提出基于区块链技术的非结构化文本关键信息智能抽取模型.将非结构化文本传输至区块链模块内,区块链模块利用区块的链式信息结构、哈希树根节点构建非结构化文本信息的分布式账本,构建安全存储算法,经加密模块加密处理后,送至关键信息抽取模块,采用整数线性模拟模型智能抽取非结构化文本关键信息.实验结果表明,在遭受外界扰动时,存储文本信息的完整性维持在98%左右,关键词抽取的准确率、召回率及F值均较高,关键词抽取综合性能较好.
Intelligent extraction model of unstructured text key information based on blockchain technology
In order to extract key information accurately and efficiently and ensure the integrity of the ex-traction process and results,an intelligent extraction model of key information from unstructured text based on blockchain technology is proposed.Unstructured text is transfered to blockchain module.The blockchain module uses the chain information structure of the block and the root node of the Hash tree to build a dis-tributed ledger of unstructured text information and a secure storage algorithm.After being encrypted by the encryption module,it is sent to the key information extraction module,and the integer linear simulation model is used to intelligently extract the key information of unstructured text.The experiment results show that the integrity of stored text information is maintained at about 98%when subjected to external disturb-ance.The accuracy rate,recall rate and F value of keyword extraction are high,and the comprehensive performance of keyword extraction is good.

blockchain technologyunstructured textkey informationintelligent extractionHash function

杨丽娜、刘长胜、刘璐璐

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国网新疆电力有限公司信息通信公司,乌鲁木齐 830000

国网新疆电力有限公司,乌鲁木齐 830000

区块链技术 非结构化文本 关键信息 智能抽取 哈希函数

2024

信息技术
黑龙江省信息技术学会 中国电子信息产业发展研究院 中国信息产业部电子信息中心

信息技术

CSTPCD
影响因子:0.413
ISSN:1009-2552
年,卷(期):2024.(2)
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