SERIAL-7: Deriving, Realizing, and Preserving Machine-Verifiable Outputs Across Representations.

arXiv:2610.41308v1 Announce Type: new Abstract: Large language models increasingly generate structured outputs consumed by programs and downstream systems, where semantic correctness alone does not guarantee reliable execution. We introduce SERIAL-7, a Korean-