在语言评估中利用人工智能:系统性综合审查

Hidayatul Ummah Al-Imamah Al-Abbas, Halim Halim Halim, Nunung Nurjati
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摘要

这篇综合评论探讨了人工智能(AI)在语言评估中的应用及其变革潜力。语言评估在教育、就业和社会融合方面发挥着至关重要的作用。语言评估历来依赖于人类评估员,他们根据标准化标准对语言表现进行评估和打分。然而,这种人工评估方法存在局限性,包括主观性、评分者之间的差异性和可扩展性问题。随着人工智能技术的飞速发展,语言评估发生了重大变化,提供了更加准确、高效和创新的评估方法。本研究采用系统综述的方法,对人工智能在语言测评中的应用进行了批判性研究,强调了人工智能的优势、挑战和未来前景。综述涉及各个方面,包括自动评分和评估、智能辅导系统、自然语言处理、优势和益处、挑战和注意事项以及未来发展方向。通过利用人工智能,语言评估可以达到前所未有的客观性、可扩展性和个性化水平,同时解决伦理方面的问题。本综述有助于了解人工智能对语言的影响。
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HARNESSING THE USE OF ARTIFICIAL INTELLIGENCE IN LANGUAGE ASSESSMENT: A SYSTEMATIC COMPREHENSIVE REVIEW
This comprehensive review explores the utilization of Artificial Intelligence (AI) in language assessment and its transformative potential. Language assessment plays a vital role in education, employment, and societal integration. Language assessment has traditionally relied on human evaluators, who assess and score language performance based on standardized criteria. However, this manual assessment approach has limitations, including subjectivity, inter-rater variability, and scalability issues. With the rapid advancements in AI technologies, language assessment has experienced significant changes, offering more accurate, efficient, and innovative evaluation methods. The method used in this study is systematic review which critically examines the application of AI in language assessment, highlighting its benefits, challenges, and future prospects. The review covers various aspects, including automated scoring and evaluation, intelligent tutoring systems, natural language processing, advantages and benefits, challenges and considerations, and future directions. By harnessing the use of AI, language assessment can achieve unprecedented levels of objectivity, scalability, and personalization, while addressing ethical considerations. This review contributes to the understanding of AI's impact on language
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