# Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors

> Research article (Proceedings of the 2023 ACM Conference on International Computing Education Research - Volume 2, 2023) · cited 96× · AI/ML

**Wikidata**: [openalex:W4386719008](https://www.wikidata.org/wiki/openalex:W4386719008)  
**Source**: https://4ort.xyz/entity/generative-ai-for-programming-education-benchmarking-chatgpt-gpt-4-and-human-tutors