Gayle Rogers

Author directory

2026

We examine whether LLMs generate feedback aligned with expert teachers’ practices in feedback focus and adaptivity. We present FeedType, a benchmark of annotated teacher and LLM feedback to evaluate this alignment. Results reveal that while LLMs cover most feedback types, they fail to fully replicate teachers’ feedback distributions and adaptivity.