Delve into the replication study of Copilot's security analysis, focusing on the diversity of weakness dimensions.
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...
The authors of the original study use Copilot with code prompts to answer these questions: Are Copilot’s suggestions commonly insecure? What is the prevalence of insecure generated code? What factors of the “context” yield generated code that is more or less secure? The original study examines Copilot’s behavior across three dimensions: diversity of weakness, diversity of prompt, and diversity of domain. In this replication, we focus on just the diversity of the weakness dimension.
The authors of the original study use Copilot with code prompts to answer these questions: Are Copilot’s suggestions commonly insecure? What is the prevalence of insecure generated code? What factors of the “context” yield generated code that is more or less secure? The original study examines Copilot’s behavior across three dimensions: diversity of weakness, diversity of prompt, and diversity of domain. In this replication, we focus on just the diversity of the weakness dimension.
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