Scaling Equitable Reflection Assessment in Education via Large Language Models and Role-Based Feedback Agents

Chenyu Zhang, Xiaohang Luo

Formative feedback is widely recognized as one of the most effective drivers of student learning, yet it remains difficult to implement equitably at scale. In large or low-resource…