Balancing Innovation and Tradition: Real-Time, Interactive Learning with LightRAG and Dual-Factor PageRank

Abstract

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.