用AI生成互动视觉题,帮阿拉伯语初学者提升听说读写能力。
VQA support to Arabic Language Learning Educational Tool
- 基于视觉问答构建真实场景互动测验
- 1266个真实图像测验,准确率达标
- 适合想沉浸式学阿拉伯语的初学者
针对缺乏符合主动学习等现代教学理念的阿拉伯语教育工具的问题,本文设计并评估了一款面向初到中级水平非母语者的AI驱动学习工具。该工具利用先进AI模型生成互动视觉测验,以视觉问答为核心活动,采用建构主义学习方法,通过生活化图像和问题提升词汇、语法与理解力。系统结合视觉-语言预训练模型生成图像描述,并由大语言模型根据提示自动生成定制化阿拉伯语练习。通过人工标注的1266个真实场景视觉测验进行评估,参与者反馈表明其具备合适准确率,验证了该工具在弥合阿拉伯语教育资源缺口方面的潜力,展现出作为可靠、个性化、交互式学习资源的前景。
原文摘要 · Abstract (English)
We address the problem of scarcity of educational Arabic Language Learning tools that advocate modern pedagogical models such as active learning which ensures language proficiency. In fact, we investigate the design and evaluation of an AI-powered educational tool designed to enhance Arabic language learning for non-native speakers with beginner-to-intermediate proficiency level. The tool leverages advanced AI models to generate interactive visual quizzes, deploying Visual Question Answering as the primary activity. Adopting a constructivist learning approach, the system encourages active learning through real-life visual quizzes, and image-based questions that focus on improving vocabulary, grammar, and comprehension. The system integrates Vision-Language Pretraining models to generate contextually relevant image description from which Large Language Model generate assignments based on customized Arabic language Learning quizzes thanks to prompting. The effectiveness of the tool is evaluated through a manual annotated benchmark consisting of 1266 real-life visual quizzes, with human participants providing feedback. The results show a suitable accuracy rates, validating the tool's potential to bridge the gap in Arabic language education and highlighting the tool's promise as a reliable, AI-powered resource for Arabic learners, offering personalized and interactive learning experiences.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。