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Christoforos Panagis

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#generative ai Open access Sep 2026

Universal Translation by Constraint Closure: An Auditable Architecture for Grounded Decipherment, Active Semantic Learning, and Constrained AI Completion

This paper presents Universal Translation by Constraint Closure (UTCC), a general architecture for deciphering initially unknown communication systems without assuming a pre-existing dictionary, grammar, or fixed semantic mapping. UTCC treats translation as a problem of constrained scientific inference: competing inter...

Christoforos Panagis · 0 citations
#generative ai Open access Sep 2026

Universal Translation by Constraint Closure: An Auditable Architecture for Grounded Decipherment, Active Semantic Learning, and Constrained AI Completion

This paper presents Universal Translation by Constraint Closure (UTCC), a general architecture for deciphering initially unknown communication systems without assuming a pre-existing dictionary, grammar, or fixed semantic mapping. UTCC treats translation as a problem of constrained scientific inference: competing inter...

Christoforos Panagis · 0 citations

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