A Language Model of Java Methods with Train/Test Deduplication

Author:

Su Chia-Yi1,Bansal Aakash1,Jain Vijayanta2,Ghanavati Sepideh2,McMillan Collin1

Affiliation:

1. University of Notre Dame, Notre Dame, USA

2. University of Maine, Orono, USA

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference41 articles.

1. Toufique Ahmed and Premkumar Devanbu. 2022. Few-shot training LLMs for project-specific code-summarization. arXiv preprint arXiv:2207.04237. Toufique Ahmed and Premkumar Devanbu. 2022. Few-shot training LLMs for project-specific code-summarization. arXiv preprint arXiv:2207.04237.

2. Aakash Bansal , Sakib Haque , and Collin McMillan . 2021 . Project-Level Encoding for Neural Source Code Summarization of Subroutines. In 29th ACM/IEEE International Conference on Program Comprehension (ICPC’21) . Aakash Bansal, Sakib Haque, and Collin McMillan. 2021. Project-Level Encoding for Neural Source Code Summarization of Subroutines. In 29th ACM/IEEE International Conference on Program Comprehension (ICPC’21).

3. Aakash Bansal , Bonita Sharif , and Collin McMillan . 2023 . Towards modeling human attention from eye movements for neutral source code summarization . Proceedings of ACM Human-Computer Interaction , Vol. 7 . Aakash Bansal, Bonita Sharif, and Collin McMillan. 2023. Towards modeling human attention from eye movements for neutral source code summarization. Proceedings of ACM Human-Computer Interaction, Vol. 7.

4. Stella Biderman Kieran Bicheno and Leo Gao. 2022. Datasheet for the pile. arXiv preprint arXiv:2201.07311. Stella Biderman Kieran Bicheno and Leo Gao. 2022. Datasheet for the pile. arXiv preprint arXiv:2201.07311.

5. Stella Biderman , Hailey Schoelkopf , Quentin Anthony , Herbie Bradley , Kyle O’Brien , Eric Hallahan , Mohammad Aflah Khan , Shivanshu Purohit, USVSN Sai Prashanth, and Edward Raff. 2023 . Pythia : A suite for analyzing large language models across training and scaling. arXiv preprint arXiv:2304.01373. Stella Biderman, Hailey Schoelkopf, Quentin Anthony, Herbie Bradley, Kyle O’Brien, Eric Hallahan, Mohammad Aflah Khan, Shivanshu Purohit, USVSN Sai Prashanth, and Edward Raff. 2023. Pythia: A suite for analyzing large language models across training and scaling. arXiv preprint arXiv:2304.01373.

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