Quantized code LLMs appear more robust than full-precision ones in a majority of tested adversarial and noise scenarios, but the proposed Relative Robustness Score is misspecified.
A systematic literature review on the use of deep learning in software engineering research,
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Smaller = Weaker? Benchmarking Robustness of Quantized LLMs in Code Generation
Quantized code LLMs appear more robust than full-precision ones in a majority of tested adversarial and noise scenarios, but the proposed Relative Robustness Score is misspecified.