An Adaptive Transformer-Based Framework for Music Classroom Interaction Assessment

Key Points

• The aim is to assess interaction in music classrooms through an adaptive transformer-based framework.
• Developed an adaptive transformer-based algorithm for classroom interaction assessment.
• Applied the framework in music classrooms to evaluate effectiveness.
• Utilized quantitative measures to analyze interaction outcomes.
• Significant improvement in interaction quality (p<0.01).
• Positive feedback from educators regarding assessment usability and effectiveness.
• Increased student engagement observed in music classes utilizing the framework.