Encoder-side synonym fuzzing and decoder-side log-likelihood probes lose discriminative power on large dense code LLMs, while reversible I/O transforms show scaled models preserve algorithmic structure and fail mainly on output serialization.
In: 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE), pp
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Memorization Diagnostics for Code LLMs Should be Scale-Aware
Encoder-side synonym fuzzing and decoder-side log-likelihood probes lose discriminative power on large dense code LLMs, while reversible I/O transforms show scaled models preserve algorithmic structure and fail mainly on output serialization.