Different folders in this repository present the code for the different certification RQs in the paper - https://arxiv.org/abs/2512.02966.
vlm_safety_expts/is for Sec6.2 and 6.3, i.e., VLM safety certification experiments.beaver_privacy_spec/contains the experiments and code for the privacy certification study on Beaver (Sec6.4).nl2lmspec/contains the natural-language-to-Lumos tooling and experiments related to NL-to-DSL and NL-to-Python translation (Sec6.5). See the README in that folder for details about scripts and file structure.