Verifiable Cleanliness for LLMs: Data-SBOM, CAP Protocol, and a Poison Stress Test

Small-budget training-data poisoning makes open LLM pipelines a governance problem, not just a technical one. This paper introduces a practical baseline: a machine-readable Data-SBOM (DSBOM), an operational CAP protocol (Cleanliness–Audit–Provenance), and a reproducible pre-deployment Poison Stress Test (PST), plus metrics (TIGI, R-Persist, S-Frag, A-Score) to measure susceptibility and auditability. Together these artifacts form a testable gate and deployment roadmap for enterprises, model hubs, and regulators to raise provable cleanliness and reduce poisoning risk.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-25
DOI
https://doi.org/10.5281/zenodo.17442726
Primary Topic
Reformed Theology and Governance
Type
article
Field-Weighted Citation Impact
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article

Verifiable Cleanliness for LLMs: Data-SBOM, CAP Protocol, and a Poison Stress Test

Zenodo (CERN European Organization for Nuclear Research)
Reformed Theology and Governance
article

Verifiable Cleanliness for LLMs: Data-SBOM, CAP Protocol, and a Poison Stress Test

article en

Abstract

Small-budget training-data poisoning makes open LLM pipelines a governance problem, not just a technical one. This paper introduces a practical baseline: a machine-readable Data-SBOM (DSBOM), an operational CAP protocol (Cleanliness–Audit–Provenance), and a reproducible pre-deployment Poison Stress Test (PST), plus metrics (TIGI, R-Persist, S-Frag, A-Score) to measure susceptibility and auditability. Together these artifacts form a testable gate and deployment roadmap for enterprises, model hubs, and regulators to raise provable cleanliness and reduce poisoning risk.

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 44%
Reformed Theology and Governance
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Verifiable Cleanliness for LLMs: Data-SBOM, CAP Protocol, and a Poison Stress Test · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS