针对双语学习者的人工智能语言口语培训

Ashutosh Shivakumar, Saurabh Shukla, Miteshkumar Vasoya, Imen M. Kasrani, Yong Pei
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引用次数: 0

摘要

在本文中,我们提出了一种基于人类-人工智能团队的移动语言学习解决方案,该解决方案提供:1.)对句子、短语、单词和音素等不同层次的多种语言进行自动准确的可理解性分析;2)即时反馈和多模式指导如何纠正发音;3)针对每个人的学习模式和需求量身定制的基于证据的动态培训课程,例如,典型的发音错误和正确发音的保留。使用可视化和交互式的人工智能专家技术,能够直观地基于表情符号进行交互,将大大提高学生对虚拟教练学习的接受度和保留率。无论是在学校还是在家里,都很容易像阅读专家一样,有效地指导和帮助学生独立练习阅读和口语,这对于母语(L1)不是英语的双语学习者(DLL)尤其重要,因为他们的许多父母英语说得不流利,无法提供必要的支持。我们基于人工智能团队的解决方案克服了传统基于计算机的语言学习工具的不足,并作为一个支持性学习平台,对优化语言学习成果至关重要。
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AI-ENABLED LANGUAGE SPEAKING COACHING FOR DUAL LANGUAGE LEARNERS
In this research article, we propose a human-AI teaming based mobile language learning solution that provides: 1.) automatic and accurate intelligibility analysis for multiple languages at various levels: sentence, phrase, word and phoneme; 2.) immediate feedback and multimodal coaching on how to correct pronunciation; and, 3.) evidence-based dynamic training curriculum tailored to each individual’s learning patterns and needs, e.g., typical pronunciation errors and retention of corrected pronunciation. The use of visible and interactive AI-expert technology capable of intuitive emoji-based interactions will greatly increase student’s acceptance and retention of learning with a virtual coach. In school or at home, it will readily resemble an expert reading specialist to effectively guide and assist a student in practicing reading and speaking by him/herself independently, which is particularly important for dual language learners (DLL) whose first language (L1) is not English as many of their parents don’t speak English fluently and cannot offer the necessary support. Our human-AI teaming-based solution overcomes the shortfall of conventional computer-based language learning tools and serves as a supportive learning platform that is critical for optimizing the language-learning outcomes.
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