Aug 19, 2023 · This paper investigates an important problem: to what extent do code models memorize their training data? We conduct an empirical study to explore memorization.
Apr 12, 2024 · We identify several key factors of memorization. Specifically, given the same architecture, larger models suffer more from memorization problem.
A code model memorizes and produces source code verbatim, which potentially contains vulnerabilities, sensitive information, or code with strict licenses, ...
Apr 14, 2024 · We systematically investigate the phenomena of memoriza- tion in large code models, highlighting the potential risks of memorization in code ...
Jan 12, 2024 · The results show that CodeParrot memorizes more contents than CodeParrot-small, indicating that larger models have stronger memorization ability ...
An empirical study to explore memorization in large pre-trained code models and builds a taxonomy of memorized contents with 3 categories and 14 ...
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This paper investigates an important problem: to what extent do code models memorize their training data? We conduct an empirical study to explore memorization.
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Aug 19, 2023 · A code model memorizes and produces source code verbatim, which potentially contains vulnerabilities, sensitive information, or code with strict ...
Given the insights from previous studies that larger models can memorize much training data [8, 68] , we sample 10,000 outputs from the CodeGen-16B model, which ...
Oct 12, 2023 · Exciting News: Our paper "Unveiling Memorization in Code Models" is accepted by #ICSE2024! In the sprawling realms of #SoftwareEngineering ...