Dissecting Code Vulnerabilities: Insights from C++ and Java Vulnerability Analysis with ReVeal Model. (arXiv:2307.11454v1 [cs.CR])

This study presents an analysis conducted on a real-world dataset of Java
vulnerability-fixing commits. The dataset consists of commits with varying
numbers of modified methods, leading to a natural partitioning based on the
number of changed functions. The research aims to address several key
questions. Firstly, the study investigates the optimal parameter selection for
ReVeal, a state-of-the-art model, in order to achieve its best performance.
Secondly, it explores the contributions of different parts of the Java dataset
towards vulnerability detection. …

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