The EarlyBIRD Catches the Bug: On Exploiting Early Layers of Encoder Models for More Efficient Code Classification

Author:

Grishina Anastasiia1,Hort Max1,Moonen Leon2

Affiliation:

1. Simula Research Laboratory, Oslo, Norway

2. Simula Research Laboratory, Oslo, Norway / BI Norwegian Business School, Oslo, Norway

Funder

Norges Forskningsråd

European Research Consortium for Informatics and Mathematics

Sigma2 - National Infrastructure for High Performance Computing and Data Storage, Norway

Publisher

ACM

Reference58 articles.

1. Toufique Ahmed and Premkumar Devanbu . 2022 . Multilingual Training for Software Engineering . In Proceedings of the 44th International Conference on Software Engineering. ACM, Pittsburgh Pennsylvania. 1443–1455 . isbn:978-1-4503-9221-1 https://doi.org/10.1145/3510003.3510049 10.1145/3510003.3510049 10.1145/3510003.3510049 Toufique Ahmed and Premkumar Devanbu. 2022. Multilingual Training for Software Engineering. In Proceedings of the 44th International Conference on Software Engineering. ACM, Pittsburgh Pennsylvania. 1443–1455. isbn:978-1-4503-9221-1 https://doi.org/10.1145/3510003.3510049 10.1145/3510003.3510049

2. A Survey of Machine Learning for Big Code and Naturalness

3. Berkay Berabi , Jingxuan He , Veselin Raychev , and Martin Vechev . 2021 . TFix: Learning to Fix Coding Errors with a Text-to-Text Transformer . In International Conference on Machine Learning. 139 , PMLR, Virtual Event. 780–791. issn:2640-3498 Berkay Berabi, Jingxuan He, Veselin Raychev, and Martin Vechev. 2021. TFix: Learning to Fix Coding Errors with a Text-to-Text Transformer. In International Conference on Machine Learning. 139, PMLR, Virtual Event. 780–791. issn:2640-3498

4. Guru Bhandari , Amara Naseer , and Leon Moonen . 2021 . CVEfixes: Automated Collection of Vulnerabilities and Their Fixes from Open-Source Software . In International Conference on Predictive Models and Data Analytics in Software Engineering (PROMISE). ACM, 30–39 . isbn:978-1-4503-8680-7 https://doi.org/10.1145/3475960.3475985 10.1145/3475960.3475985 10.1145/3475960.3475985 Guru Bhandari, Amara Naseer, and Leon Moonen. 2021. CVEfixes: Automated Collection of Vulnerabilities and Their Fixes from Open-Source Software. In International Conference on Predictive Models and Data Analytics in Software Engineering (PROMISE). ACM, 30–39. isbn:978-1-4503-8680-7 https://doi.org/10.1145/3475960.3475985 10.1145/3475960.3475985

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