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  license: cc-by-4.0
 
 
 
 
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  license: cc-by-4.0
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+ task_categories: [text-generation]
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+ language: [en]
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+ tags: [code-generation, software-security, prompt-engineering, specification, pre-registered, python, regulated-industries]
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+ pretty_name: Delta Frame Validation Study
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+ # Delta Frame Validation Study (mirror)
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+ **Canonical record and citation: Zenodo, https://doi.org/10.5281/zenodo.22598205.** This mirror exists for discoverability. If the two differ, Zenodo wins.
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+ ## What it is
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+ 50 regulated-domain Python backend tasks (money, idempotency, date and time, authentication and access), each generated twice by five frontier models from five vendors: once from the bare prompt, once from the same prompt preceded by a 267-word specification frame. 500 outputs total, one attempt each, temperature 0 where the endpoint accepts it.
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+ Included: the 100 prompts with SHA-256, the frame, nine AST-based checkers with validity fixtures, scoring and statistics code with