A systematic study shows that an LLM's internal code-correctness signal depends strongly on extraction configuration and fitting data, and that mutation-isolated bugs do not transfer to ranking real candidates.
Security weaknesses of copilot-generated code in GitHub projects: An empirical study,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.SE 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
On the Robustness of LLMs' Internal Representation of Code Correctness
A systematic study shows that an LLM's internal code-correctness signal depends strongly on extraction configuration and fitting data, and that mutation-isolated bugs do not transfer to ranking real candidates.