New tool generates contamination-resistant code datasets

Researchers have developed Spaghetti Architect, a novel tool designed to generate code datasets with enhanced control and resistance to training data contamination. This system maps a language-agnostic JSON intermediate representation to deliberately complex programs in five different languages, ensuring each instance is correct by construction and labeled for difficulty. The tool aims to provide a known-optimal reference for evaluating code generation models and has demonstrated its effectiveness in improving model performance and understanding. AI

IMPACT Provides a controlled method for generating code datasets, potentially improving the evaluation and training of code generation models.

RANK_REASON The item is a research paper detailing a new method for generating code datasets. [lever_c_demoted from research: ic=1 ai=1.0]

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• alphaXiv
• arXiv
• CatalyzeX
• CPP
• DagsHub
• Gotit.pub
• Hugging Face
• Java
• Javascript
• JSON
• MIT
• Python
• ScienceCast
• Spaghetti Architect

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