AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Qualitative analysis shows that S4L captures implicit causal relations, deontic modality, and exception structure more reliably than the baselines, demonstrating that structured reasoning prompts can substantially improve the reliability of natural-language-to-logic translation for legal and safety-critical application...
A dual-judge protocol is contributed that pairs a standard 0-10 quality judge with a strict binary semantic-equivalence judge against a human-curated reference to measure not merely whether the two judges disagree but how much and where.
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