Intelligent Tourism System Based on a BERT Model for the Cultural Relics Domain

To address the limitations of traditional BERT models and fine-tuned general-domain BERT models in semantic understanding within the cultural relics domain, this paper proposes an adapted BERT model specifically designed for this field. The study utilizes the fine-tuned WENWU-BERT semantic understanding model, integrates the Chroma vector database for knowledge retrieval, and employs the API interface of the DeepSeek intelligent Q&A system to infer and generate final answers. Experimental results demonstrate that the proposed WENWU-BERT model outperforms traditional BERT models in both semantic understanding accuracy and Q&A quality.

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Publication Details

Published
2025-03-21
DOI
https://doi.org/10.1109/iscait64916.2025.11010753
Primary Topic
E-commerce and Technology Innovations
Type
article
Field-Weighted Citation Impact
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article

Intelligent Tourism System Based on a BERT Model for the Cultural Relics Domain

Jinbo Xue, Yao Olive Li
E-commerce and Technology Innovations
article

Intelligent Tourism System Based on a BERT Model for the Cultural Relics Domain

Jinbo Xue, Yao Olive Li
article en

Abstract

To address the limitations of traditional BERT models and fine-tuned general-domain BERT models in semantic understanding within the cultural relics domain, this paper proposes an adapted BERT model specifically designed for this field. The study utilizes the fine-tuned WENWU-BERT semantic understanding model, integrates the Chroma vector database for knowledge retrieval, and employs the API interface of the DeepSeek intelligent Q&A system to infer and generate final answers. Experimental results demonstrate that the proposed WENWU-BERT model outperforms traditional BERT models in both semantic understanding accuracy and Q&A quality.

Taiyuan University of Technology (CN)
Decent work and economic growth
Openalex Percentile: Top 77%
E-commerce and Technology Innovations
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