Balancing Innovation and Tradition: Real-Time, Interactive Learning with LightRAG and Dual-Factor PageRank
This paper presents a groundbreaking approach to enhancing educational experiences by integrating dynamic QA systems and recommendation algorithms. By utilizing LightRAG for real-time question answering and a dual-factor PageRank al- gorithm that balances recency and historical importance for...
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| Main Author: | |
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| Format: | Article |
| Language: | English |
| Published: |
LibraryPress@UF
2025-05-01
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| Series: | Proceedings of the International Florida Artificial Intelligence Research Society Conference |
| Online Access: | https://journals.flvc.org/FLAIRS/article/view/138967 |
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| Summary: | This paper presents a groundbreaking approach to enhancing educational experiences by integrating dynamic QA systems
and recommendation algorithms. By utilizing LightRAG for
real-time question answering and a dual-factor PageRank al-
gorithm that balances recency and historical importance for
recommending learning materials, our system surpasses tra-
ditional methods in several key areas. Unlike static content
platforms, our solution offers real-time interactivity, person-
alized learning, and up-to-date recommendations. The results
demonstrate significant improvements, resulting in a 30% in-
crease in student engagement and a 20% improvement in
comprehension. This innovative approach sets a new standard
for educational tools, combining the best of both innovation
and tradition to foster a more engaging and comprehensive
learning environment.
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| ISSN: | 2334-0754 2334-0762 |