Design and Implementation of an Intelligent Learning Platform Integrated with Artificial Intelligence
In recent years, large language models (LLMs) such as T5, BART, and GPT have demonstrated significant effectiveness in natural language processing (NLP) tasks, including summarization and question generation. While these models have achieved promising results in various educational applications, mos...
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Nhà xuất bản Khoa học Kỹ thuật
2025
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oai:scholar.dlu.edu.vn:123456789-49762025-07-13T03:21:10Z Design and Implementation of an Intelligent Learning Platform Integrated with Artificial Intelligence Tạ, Hoàng Thắng In recent years, large language models (LLMs) such as T5, BART, and GPT have demonstrated significant effectiveness in natural language processing (NLP) tasks, including summarization and question generation. While these models have achieved promising results in various educational applications, most implementations rely on high-performance infrastructures and large-scale datasets, limiting their accessibility for institutions with constrained resources. This study proposes the development of a lightweight AI-powered learning platform capable of automatic summarization and question-answer generation. We select and train three compact NLP models (T5-small, T5-base, and BART) on a limited dataset and evaluate them under resource-constrained environments. The trained models are then integrated into a web-based learning platform to facilitate interactive educational experiences. Our approach aims to balance output quality and computational efficiency, making AI-enhanced learning accessible for small educational units and individual learners. 2025-07-13T03:21:02Z 2025-07-13T03:21:02Z 2025 Conference paper Bài báo đăng trên KYHT trong nước (có ISBN) https://scholar.dlu.edu.vn/handle/123456789/4976 vi Nhà xuất bản Khoa học Kỹ thuật |
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Vietnamese |
| description |
In recent years, large language models (LLMs) such as T5, BART, and GPT have demonstrated significant effectiveness in natural language processing (NLP) tasks, including summarization and question generation. While these models have achieved promising results in various educational applications, most implementations rely on high-performance infrastructures and large-scale datasets, limiting their accessibility for institutions with constrained resources. This study proposes the development of a lightweight AI-powered learning platform capable of automatic summarization and question-answer generation. We select and train three compact NLP models (T5-small, T5-base, and BART) on a limited dataset and evaluate them under resource-constrained environments. The trained models are then integrated into a web-based learning platform to facilitate interactive educational experiences. Our approach aims to balance output quality and computational efficiency, making AI-enhanced learning accessible for small educational units and individual learners. |
| format |
Conference paper |
| author |
Tạ, Hoàng Thắng |
| spellingShingle |
Tạ, Hoàng Thắng Design and Implementation of an Intelligent Learning Platform Integrated with Artificial Intelligence |
| author_facet |
Tạ, Hoàng Thắng |
| author_sort |
Tạ, Hoàng Thắng |
| title |
Design and Implementation of an Intelligent Learning Platform Integrated with Artificial Intelligence |
| title_short |
Design and Implementation of an Intelligent Learning Platform Integrated with Artificial Intelligence |
| title_full |
Design and Implementation of an Intelligent Learning Platform Integrated with Artificial Intelligence |
| title_fullStr |
Design and Implementation of an Intelligent Learning Platform Integrated with Artificial Intelligence |
| title_full_unstemmed |
Design and Implementation of an Intelligent Learning Platform Integrated with Artificial Intelligence |
| title_sort |
design and implementation of an intelligent learning platform integrated with artificial intelligence |
| publisher |
Nhà xuất bản Khoa học Kỹ thuật |
| publishDate |
2025 |
| url |
https://scholar.dlu.edu.vn/handle/123456789/4976 |
| _version_ |
1845408529788174336 |