Core findings:

“The effectiveness of LLM feedback depends on the learners’ tendency to seek support.”

“LLM feedback did not significantly increase completion time.”

“Learners found the LLM-generated feedback helpful.”


Best informational feedback


LLM Feedback

Meets all of the above criteria.

But must be utilized to be effective.