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预训练模型在军营管理决策FAQ中的应用

王依科 杨磊 姚添元

舰船电子工程2025,Vol.45Issue(11):139-143,152,6.
舰船电子工程2025,Vol.45Issue(11):139-143,152,6.DOI:10.3969/j.issn.1672-9730.2025.11.029

预训练模型在军营管理决策FAQ中的应用

Application of Pre-trained Models in FAQ for Military Camp Management and Decision-making

王依科 1杨磊 2姚添元1

作者信息

  • 1. 江苏自动化研究所 连云港 222000
  • 2. 中国人民解放军92351部队 三亚 572000
  • 折叠

摘要

Abstract

To meet the knowledge-based QA(Question Answering)needs of researchers and engineers in the field of auxilia-ry decision-making for modern management of military camps,this paper develops a FAQ(Frequently Asked Questions)system oriented to military camp management and decision-making.Aiming at the problems of low accuracy in matching similar questions in traditional FAQ systems and insufficient similar QA corpora in specific domains,this paper develops a similar question matching algorithm based on pre-trained models,and adopts a paraphrase generation model to perform data augmentation on similar question corpora.By constructing a FAQ dataset for military camp management and decision-making,this paper validates the model's perfor-mance on this dataset,and analyzes the results based on the Spearman correlation coefficient.The results show that the model can accurately match similar questions.

关键词

问答系统/相似问题匹配/数据增强

Key words

question and answer system/similarity questions matching/data augmentation

分类

信息技术与安全科学

引用本文复制引用

王依科,杨磊,姚添元..预训练模型在军营管理决策FAQ中的应用[J].舰船电子工程,2025,45(11):139-143,152,6.

舰船电子工程

1672-9730

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