Using large language models for semantic interoperability: A systematic literature review

IF 4.2 3区计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS

ICT Express Pub Date : 2025-08-01 DOI:10.1016/j.icte.2025.06.011

Bilal Abu-Salih , Salihah Alotaibi , Albandari Lafi Alanazi , Ruba Abu Khurma , Bashar Al-Shboul , Ansar Khouri , Mohammed Aljaafari

引用次数: 0

Abstract

Semantic Interoperability (SI) enables cross-domain data integration by allowing diverse systems to share and process information effectively. While existing reviews focus on general AI-driven interoperability, this systematic literature review (SLR) is the first to exclusively analyze the integration of Large Language Models (LLMs) with SI. This SLR uniquely evaluates LLMs' role in schema alignment, knowledge integration, and security risks. It also introduces a novel taxonomy and identifies challenges like bias propagation and computational costs, providing a new research framework for adversarial robustness, ethical AI, and real-world SI optimization.

This is an open access article under the CC BY-NCND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

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使用大型语言模型实现语义互操作性：系统的文献综述

语义互操作性（Semantic Interoperability， SI）允许不同的系统有效地共享和处理信息，从而实现跨域数据集成。虽然现有的评论集中在一般的人工智能驱动的互操作性上，但这篇系统性的文献综述（SLR）是第一个专门分析大型语言模型（llm）与SI集成的文献综述。该SLR唯一地评估llm在模式对齐、知识集成和安全风险方面的角色。它还引入了一种新的分类法，并确定了偏见传播和计算成本等挑战，为对抗性鲁棒性、道德人工智能和现实世界的SI优化提供了新的研究框架。这是一篇基于CC BY-NCND许可（http://creativecommons.org/licenses/by-nc-nd/4.0/）的开放获取文章。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

ICT Express Multiple-

CiteScore

10.20

自引率

1.90%

发文量

167

审稿时长

35 weeks

期刊介绍： The ICT Express journal published by the Korean Institute of Communications and Information Sciences (KICS) is an international, peer-reviewed research publication covering all aspects of information and communication technology. The journal aims to publish research that helps advance the theoretical and practical understanding of ICT convergence, platform technologies, communication networks, and device technologies. The technology advancement in information and communication technology (ICT) sector enables portable devices to be always connected while supporting high data rate, resulting in the recent popularity of smartphones that have a considerable impact in economic and social development.