Application of Pre-trained Models in FAQ for Military Camp Management and Decision-making
WANG Yike
YANG Lei
YAO Tianyuan
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.
Keywords：question and answer systemsimilarity questions matchingdata augmentation
Publication Date：2025-11-20
Online Publishing Date：2026-01-28(First online date of this platform, not the publication date of the document)
Pages：6( 139-143,152 )