LLM-generated feedback was associated with faster time to solution for programming students than compiler messages alone, with less-guided versions showing slightly stronger effects.
Journal of the royal statistical society , volume=
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2representative citing papers
citing papers explorer
-
The Effects of Structured LLM-Generated Feedback on Programming Assignment Performance
LLM-generated feedback was associated with faster time to solution for programming students than compiler messages alone, with less-guided versions showing slightly stronger effects.
- Restructure This: Using AI to Restructure Onboarding Documents to Reduce Cognitive Overload