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cs.SE2025
A Metamorphic Testing Perspective on Knowledge Distillation for Language Models of Code: Does the Student Deeply Mimic the Teacher?
Md. Abdul Awal, Mrigank Rochan, Chanchal K. Roy
Transformer-based language models of code have achieved state-of-the-art performance across a wide range of software analytics tasks, but their practical deployment remains limited…
cs.SE2025
Model Compression vs. Adversarial Robustness: An Empirical Study on Language Models for Code
Md. Abdul Awal, Mrigank Rochan, Chanchal K. Roy
Transformer-based language models for code have shown remarkable performance in various software analytics tasks, but their adoption is hindered by high computational costs, slow i…