Sep 2026· Zenodo (CERN European Organization for Nuclear Research)
Abstract
Replication package for two studies of code generated by large language models for customs revenue analytics. Contents: harness/ - corpus generator, execution harness, oracle, prompts and the adjudication ledger. prevalence.db holds 1,600 generations across eight tasks (A to H). Tasks A, B and C comprise 600 generations, 495 executing, 264 adjudicated and 102 confirmed faults. prevalence/generations holds the generated programs. robustness/ - three later runs: a multi-realisation direction check over 15,000 program-realisation pairs; a 200-generation replication at zero sampling temperature; and a 200-generation replication under paraphrased prompts. The two replications were scored against the oracle but not adjudicated. Corpus realisations are regenerated deterministically from seeds, so the data files themselves are not shipped. See README.md in the archive. v1.2.0 consolidates the harness, ledger and robustness runs into a single archive.
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