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 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.