Uncovering Copilot's Weaknesses: Replication Methodology and Security Analysis

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Uncovering Copilot's Weaknesses: Replication Methodology and Security Analysis
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Explore the detailed methodology used in the replication study of Copilot's security analysis, including the generation of CWE scenarios, CodeQL Analysis, etc.

Authors: Vahid Majdinasab, Department of Computer and Software Engineering Polytechnique Montreal, Canada; Michael Joshua Bishop, School of Mathematical and Computational Sciences Massey University, New Zealand; Shawn Rasheed, Information & Communication Technology Group UCOL - Te Pukenga, New Zealand; Arghavan Moradidakhel, Department of Computer and Software Engineering Polytechnique Montreal, Canada; Amjed Tahir, School of Mathematical and Computational Sciences Massey University, New...

Table I provides an overview of the experimental setups followed in the original study and in this replication. Details of our methodology for generating the CWE scenarios and our manual analysis are provided below. A. Generating CWE scenarios using Copilot In this study, we focus our experimental analysis on the Python language and analyzed scenarios related to twelve CWEs . For each CWE, we adapted the scenarios from the original study of Pearce et al. .

Table I provides an overview of the experimental setups followed in the original study and in this replication. Details of our methodology for generating the CWE scenarios and our manual analysis are provided below. A. Generating CWE scenarios using Copilot A. Generating CWE scenarios using Copilot In this study, we focus our experimental analysis on the Python language and analyzed scenarios related to twelve CWEs . For each CWE, we adapted the scenarios from the original study of Pearce et al.

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