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Automatic Generation of Programming Exercises and Code Explanations with Large Language Models. (arXiv:2206.11861v1 [cs.SE])
June 24, 2022, 1:12 a.m. | Sami Sarsa, Paul Denny, Arto Hellas, Juho Leinonen
cs.CL updates on arXiv.org arxiv.org
OpenAI Codex is a recent large language model from the GPT-3 family for
translating code into natural language and vice versa. Recent explorations of
Codex have highlighted that given typical introductory programming exercise
problem statements as input, the model can generate code solutions well above
the level of an average student. In this article, we explore the natural
language generation capabilities of Codex in two different phases of the life
of a programming exercise; automatically creating programming exercises
(including sample …
arxiv code generation language language models large language models programming
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