SOTA semantic code clone detectors exhibit substantial performance degradation on distribution-shifted yet semantically equivalent clones, revealing reliance on lexical and structural shortcuts rather than semantic understanding.
Towards understanding the capability of large language models on code clone detection: A survey,
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Reasoning-oriented knowledge distillation from DeepSeek-R1 plus response stabilization improves reliability and often performance of compact models for cross-language code clone detection on pairs like Python-Java and Rust-Java.
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Standing on the Shoulders of Giants: Stabilized Knowledge Distillation for Cross--Language Code Clone Detection
Reasoning-oriented knowledge distillation from DeepSeek-R1 plus response stabilization improves reliability and often performance of compact models for cross-language code clone detection on pairs like Python-Java and Rust-Java.