Sentence BERT語意分析模型簡介

A Brief Introduction to Sentence BERT Semantic Analysis Model

人工智慧技術在近年因為電腦相關運算處理能力大幅提升而有了長足的進步。行政院亦於民國109年8月3日核定「服務型智慧政府2.0推動計畫」推動策略，其策略之一為深化新興科技應用之智慧服務，而國家發展委員會檔案管理局「110至113年檔案服務宣言」核心亦包含運用人工智慧技術，進行語意網路模型、關鍵字詞分析及後分類檢索，建構智慧語意網路機制而規劃相關應用服務。文書及檔案管理資訊系統之客戶服務自然也需因應趨勢，提供相關的智能客戶服務。本文將介紹一套由Reimers及Gurevych（2019）提出之語意分析模型－Sentence BERT，並以一套簡易文字客服實作案例的方式說明該模型之應用，並提出相關建議，期可提供機關以此模型開發相關應用之參考。

Artificial intelligence (AI) technology has made great progress in recent years due to the substantial increase in computer-related computing processing capabilities. The Executive Yuan also approved the promotion strategy of the 'Service-oriented Smart Government 2.0 Promotion Plan' on August 3, 2010. One of its strategies is to strengthen the application of intelligent service developed with emerging technology. '2021-2024 Archives Service Manifesto' proposed by National Archives Administration, National Development Council also includes the use of artificial intelligence technology to carry out semantic network model, keyword analysis and post-category retrieval, to construct a smart semantic network mechanism and plan related application services. The customer services of electronic document systems also needs to follow the trend and provide relevant intelligent customer services. This article will introduce a semantic analysis model - Sentence BERT proposed by Reimers and Gurevych (2019). An implementation case of customer services is provided to illustrate the use of the application of the model. Also, suggestions on model development were proposed for reference.