Author

Musaad Alzahrani

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Open access Aug 2026

Do Pre-Trained Code Models Add Value Beyond Software Metrics in Class-Level Defect Prediction? An Empirical Study of Input Coverage, Long-Code Aggregation, and Cross-Version Generalization

Findings indicate that pre-trained code models should be evaluated with explicit input-coverage reporting, chronological validation, strong metric baselines, and incremental-value testing.

Musaad Alzahrani · Electronics · 0 citations