关系语言翻译中的自然语言处理

IF 0.4 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS

IPSI BgD Transactions on Internet Research Pub Date : 2023-01-01 DOI:10.58245/ipsi.tir.2301.04

A. Dudáš, J. Škrinárová

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引用次数: 0

摘要

结合数据结构和完整性约束的数据操作方法定义了关系数据库中使用的数据模型。本文重点介绍了用于从关系数据库中选择数据并在这种操作的各种格式之间进行转换的操作集的方法和过程。本文介绍了关系代数、元组关系演算、结构化查询语言和无限制自然语言之间全方位翻译工具的设计、实现和实验评价。提出了一种利用人工智能方法对自然语言进行翻译、句法分析和解析的软件工具。将基于生成式预训练转换器的第三代(GPT3) Codex - Davinci翻译模型作为一种人工智能方法，应用于英语语言到关系语言的翻译工作流程。

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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Natural Language Processing in Translation of Relational Languages

Methods of data manipulation in combination with sturcture of the data and integrity constraints define data model used in the relational databases. This article focuses on the methods and processes of operation sets which are used for selection of data from relational database and translation between various formats of this manipulation. The article presents the design, implementation and experimental evaluation of tool for translating between relational algebra, tuple relational calculus, Structured Query Language and unrestricted natural language in all directions. Presented software tool translates from natural language with the use of artificial intelligence methods for natural language processing, syntactic analysis and parsing. Generative pretrained transformer of third generation (GPT3) based Codex – Davinci translation model was used as an artificial intelligence method used in the workflow of translation from English language to relational languages.

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来源期刊

IPSI BgD Transactions on Internet Research COMPUTER SCIENCE, INFORMATION SYSTEMS-

自引率

25.00%

发文量