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#artificial intelligence Preprint Sep 2026

Structured Four-Stage Legal Translation: From Natural-Language Traffic Rules to PROLOG

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...

M. Zin, Wachara Fungwacharakorn, Ken Satoh et al. · 0 citations

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