Data Race Detection Using Large Language Models

Author:

Chen Le1ORCID,Ding Xianzhong2ORCID,Emani Murali3ORCID,Vanderbruggen Tristan4ORCID,Lin Pei-Hung5ORCID,Liao Chunhua5ORCID

Affiliation:

1. Iowa State University, United States of America and Lawrence Livermore National Laboratory, United States of America

2. University of California, Merced, United States of America

3. Argonne National Laboratory (ANL), USA

4. Lawrence Livermore National Laboratory, USA

5. Lawrence Livermore National Laboratory, United States of America

Publisher

ACM

Reference34 articles.

1. ompVerify: Polyhedral Analysis for the OpenMP Programmer

2. Tom Brown , Benjamin Mann , Nick Ryder , Melanie Subbiah , Jared  D Kaplan , Prafulla Dhariwal , Arvind Neelakantan , Pranav Shyam , Girish Sastry , Amanda Askell , 2020. Language models are few-shot learners. Advances in neural information processing systems 33 ( 2020 ), 1877–1901. Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, 2020. Language models are few-shot learners. Advances in neural information processing systems 33 (2020), 1877–1901.

3. Le Chen , Pei-Hung Lin , Tristan Vanderbruggen , Chunhua Liao , Murali Emani , and Bronis de Supinski . 2023. LM4HPC: Towards Effective Language Model Application in High-Performance Computing. arXiv preprint arXiv:2306.14979 ( 2023 ). Le Chen, Pei-Hung Lin, Tristan Vanderbruggen, Chunhua Liao, Murali Emani, and Bronis de Supinski. 2023. LM4HPC: Towards Effective Language Model Application in High-Performance Computing. arXiv preprint arXiv:2306.14979 (2023).

4. Le Chen , Quazi Ishtiaque Mahmud , and Ali Jannesari . 2022 . Multi-View Learning for Parallelism Discovery of Sequential Programs. In 2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW). IEEE, 295–303 . Le Chen, Quazi Ishtiaque Mahmud, and Ali Jannesari. 2022. Multi-View Learning for Parallelism Discovery of Sequential Programs. In 2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW). IEEE, 295–303.

5. Le Chen , Quazi Ishtiaque Mahmud , Hung Phan , Nesreen Ahmed , and Ali Jannesari . 2023 . Learning to Parallelize with OpenMP by Augmented Heterogeneous AST Representation . Proceedings of Machine Learning and Systems 5 (2023). Le Chen, Quazi Ishtiaque Mahmud, Hung Phan, Nesreen Ahmed, and Ali Jannesari. 2023. Learning to Parallelize with OpenMP by Augmented Heterogeneous AST Representation. Proceedings of Machine Learning and Systems 5 (2023).

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