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Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation
Research article (Proceedings of the 14th Learning Analytics and Knowledge Conference, 2024) · cited 49× · AI/ML
Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation
Summary
Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation is a scholarly article[1].
Key Facts
Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation's instance of is recorded as scholarly article[2].
Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.
APA4ort.xyz Knowledge Graph. (2026). Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation. Retrieved May 24, 2026, from https://4ort.xyz/entity/automating-human-tutor-style-programming-feedback-leveraging-gpt-4-tutor-model-for-hint-generation-and-gpt-3-5-student-m
MLA“Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/automating-human-tutor-style-programming-feedback-leveraging-gpt-4-tutor-model-for-hint-generation-and-gpt-3-5-student-m.
BibTeX@misc{4ortxyz_automating-human-tutor-style-programming-feedback-leveraging-gpt-4-tutor-model-for-hint-generation-and-gpt-3-5-student-m_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation}}, year = {2026}, url = {https://4ort.xyz/entity/automating-human-tutor-style-programming-feedback-leveraging-gpt-4-tutor-model-for-hint-generation-and-gpt-3-5-student-m}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation — https://4ort.xyz/entity/automating-human-tutor-style-programming-feedback-leveraging-gpt-4-tutor-model-for-hint-generation-and-gpt-3-5-student-m (retrieved 2026-05-24)
