On the Robustness of Code Generation Techniques: An Empirical Study on GitHub Copilot

Author:

Mastropaolo Antonio1,Pascarella Luca1,Guglielmi Emanuela2,Ciniselli Matteo1,Scalabrino Simone2,Oliveto Rocco2,Bavota Gabriele1

Affiliation:

1. SEART @ Software Institute, Università della Svizzera italiana (USI),Switzerland

2. University of Molise,STAKE Lab,Italy

Funder

European Research Council (ERC)

Publisher

IEEE

Reference67 articles.

1. Cognitive Complexity — An Overview and Evaluation;campbell;Proceedings of the 2018 International Conference on Technical Debt - TechDebt '18,2018

2. Generating accurate assert statements for unit test cases using pretrained transformers;tufano;CoRR,2020

3. Learning from examples to improve code completion systems

4. On the localness of software

5. An Empirical Study on the Usage of Transformer Models for Code Completion

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