Towards Open Natural Language Feedback Generation for Novice Programmers using Large Language Models

Author:

Koutcheme Charles1ORCID

Affiliation:

1. School of Science, Aalto University, Finland

Publisher

ACM

Reference13 articles.

1. Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell Sandhini Agarwal Ariel Herbert-Voss Gretchen Krueger Tom Henighan Rewon Child Aditya Ramesh Daniel M. Ziegler Jeffrey Wu Clemens Winter Christopher Hesse Mark Chen Eric Sigler Mateusz Litwin Scott Gray Benjamin Chess Jack Clark Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever and Dario Amodei. 2020. Language Models are Few-Shot Learners. CoRR abs/2005.14165(2020). arXiv:2005.14165https://arxiv.org/abs/2005.14165 Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell Sandhini Agarwal Ariel Herbert-Voss Gretchen Krueger Tom Henighan Rewon Child Aditya Ramesh Daniel M. Ziegler Jeffrey Wu Clemens Winter Christopher Hesse Mark Chen Eric Sigler Mateusz Litwin Scott Gray Benjamin Chess Jack Clark Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever and Dario Amodei. 2020. Language Models are Few-Shot Learners. CoRR abs/2005.14165(2020). arXiv:2005.14165https://arxiv.org/abs/2005.14165

2. Zhangyin Feng , Daya Guo , Duyu Tang , Nan Duan , Xiaocheng Feng , Ming Gong , Linjun Shou , Bing Qin , Ting Liu , Daxin Jiang , 2020 . Codebert: A pre-trained model for programming and natural languages. arXiv preprint arXiv:2002.08155(2020). Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong, Linjun Shou, Bing Qin, Ting Liu, Daxin Jiang, 2020. Codebert: A pre-trained model for programming and natural languages. arXiv preprint arXiv:2002.08155(2020).

3. James Finnie-Ansley , Paul Denny , Brett  A Becker , Andrew Luxton-Reilly , and James Prather . 2022 . The Robots Are Coming: Exploring the Implications of OpenAI Codex on Introductory Programming. In Australasian Computing Education Conference. 10–19 . James Finnie-Ansley, Paul Denny, Brett A Becker, Andrew Luxton-Reilly, and James Prather. 2022. The Robots Are Coming: Exploring the Implications of OpenAI Codex on Introductory Programming. In Australasian Computing Education Conference. 10–19.

4. John Hattie and Helen Timperley . 2007. The power of feedback. Review of educational research 77, 1 ( 2007 ), 81–112. John Hattie and Helen Timperley. 2007. The power of feedback. Review of educational research 77, 1 (2007), 81–112.

5. Generating Diverse Code Explanations using the GPT-3 Large Language Model

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