de Jong, Susanne

The Enforcement Gap: Specification-Present Rationalization in Large Language Models

2026 · Zenodo (CERN European Organization for Nuclear Research)

Large language models demonstrate a previously undocumented failure mode in which safety and reasoning specifications are read, correctly identified, and violated in the same processing step. The model does not lack the relevant knowledge. It …