Work

Unveiling Memorization in Code Models

Year: 2024
Type: conference-paper
Abstract: The availability of large-scale datasets, advanced architectures, and powerful computational resources have led to effective code models that automate diverse software engineering activities. The datasets usually consist of billions of lines of code from both open-source and private repositories. A code model memorizes and produces source code verbatim, which potentially contains vulnerabilities, sensitive information, or code with strict licenses, leading to potential security and privacy issues.
Language: English
Open Access status: hybrid
OpenAlex ID: W4394745382
FWCI: 17.35
Cites: 40
Cited by: 45
Related to: 10