Scalable and Explainable Learner-Video Interaction Prediction using Multimodal Large Language Models

Dominik Glandorf, Fares Fawzi, Tanja Käser

Learners' use of video controls in educational videos provides implicit signals of cognitive processing and instructional design quality, yet the lack of scalable and explainable p…