Beyond Benchmarking: Scenario-Based Evaluation of Large Language Models for Personalized Learning

Bo Yuan, Jiazi Hu

While large language models (LLMs) are increasingly being adopted to support personalized learning, there remains limited understanding of how their pedagogical behaviors differ in…