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Large language model-powered chatbots for internationalizing student support in higher education

2024-03-16 · Achraf Hsain, Hamza El Housni

This research explores the integration of chatbot technology powered by GPT-3.5 and GPT-4 Turbo into higher education to enhance internationalization and leverage digital transformation. It delves into the design, implementation, and application of Large Language Models (LLMs) for improving student engagement, information access, and support. Utilizing technologies like Python 3, GPT API, LangChain, and Chroma Vector Store, the research emphasizes creating a high-quality, timely, and relevant transcript dataset for chatbot testing. Findings indicate the chatbot's efficacy in providing comprehensive responses, its preference over traditional methods by users, and a low error rate. Highlighting the chatbot's real-time engagement, memory capabilities, and critical data access, the study demonstrates its potential to elevate accessibility, efficiency, and satisfaction. Concluding, the research suggests the chatbot significantly aids higher education internationalization, proposing further investigation into digital technology's role in educational enhancement and strategy development.

📄 PDF Abstract BibTeX arXiv:2403.14702

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ChatbotLanguage ModelingLanguage ModellingLarge Language Model

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Absolute Position Encodings Absolute Position Encodings are a type of position embeddings for [Transformer-based models] where positional encodings are…
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Linear Layer A Linear Layer is a projection $\mathbf{XW + b}$.
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ChatbotLanguage ModelingLanguage ModellingLarge Language Model+2