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Spaghetti Architect: A Contamination-Resistant, By-Construction-Labelled, Multi-Language Code Dataset Generator
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
Researchers introduced Spaghetti Architect, a tool that generates synthetic, labeled code datasets to address issues with uncontrolled mined corpora.
OneBench interpretation
Institutional assessment
So what
Synthetic code dataset generation tools like Spaghetti Architect directly improve internal model evaluation and fine-tuning by providing controlled, uncontaminated data for bank-specific codebases.
Do what
This type of tooling can enhance the security and robustness of your internal code models by providing bespoke, controlled datasets for pre-training and validation, reducing reliance on public, potentially contaminated data.