TOWARD DEVELOPING AN INTELLIGENT PERSONAL ASSISTANT FOR TUNISIAN ARABIC

IF 0.9 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS
Inès Zribi, Lamia Hadrich Belguith
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引用次数: 0

Abstract

Intelligent systems powered by Artificial Intelligence techniques have been massively proposed to help humans in various tasks. The intelligent personal assistant (IPA) is one of these smart systems. In this paper, we present an attempt to create an IPA, that interacts with users via Tunisian Arabic (TA), (the colloquial form used in Tunisia). We propose and explore a simple-to-implement method for building the principal components of a TA IPA. We apply Deep learning techniques: CNN [1], RNN encoder-decoder [2] and end-to-end approaches for creating IPA speech components (Speech Recognition and Speech Synthesis). In addition, we explore the availability and free dialog platform for understanding and generating the suitable response in TA for a request. For this proposal, we create and use TA transcripts for generating the corresponding models. Evaluation results are acceptable for the first attempt.
面向开发突尼斯阿拉伯语智能个人助理
由人工智能技术驱动的智能系统已经被大量提出来帮助人类完成各种任务。智能个人助理(IPA)就是其中的一种智能系统。在本文中,我们尝试创建一种IPA,通过突尼斯阿拉伯语(TA)(突尼斯使用的口语形式)与用户进行交互。我们提出并探索了一种简单实现的方法来构建TA IPA的主要组成部分。我们应用深度学习技术:CNN [1], RNN编码器[2]和端到端方法来创建IPA语音组件(语音识别和语音合成)。此外,我们还探索了可用性和自由对话平台,以便在TA中理解和生成适合请求的响应。对于这个提议,我们创建并使用TA转录本来生成相应的模型。对于第一次尝试,评估结果是可以接受的。
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
Jordanian Journal of Computers and Information Technology
Jordanian Journal of Computers and Information Technology Computer Science-Computer Science (all)
CiteScore
3.10
自引率
25.00%
发文量
19
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