arXiv Artificial Intelligence

ASSERT: A Measurement Pipeline for GenAI Audits

2 hours ago 17.08.2026 07:00 👁 2 views
ASSERT: A Measurement Pipeline for GenAI Audits

Quick summary

arXiv:2608.13840v1 Announce Type: cross Abstract: Audits of generative AI (GenAI) systems often summarize behavior as a reported rate: how often the audited system complies with policy. Researchers and stakeholders use that rate to compare systems, track regressions, and gate deployment. A reported rate reflects both the system under audit and the measurement choices behind it, so a change in the rate can leave it unclear whether the system or those choices moved. We introduce ASSERT, a specification-driven measurement pipeline for GenAI audits that ties each reported rate to a written specifi

Key takeaways

  • arXiv:2608.13840v1 Announce Type: cross Abstract: Audits of generative AI (GenAI) systems often summarize behavior as a reported rate: how often the audited system complies with policy.
  • Researchers and stakeholders use that rate to compare systems, track regressions, and gate deployment.
  • A reported rate reflects both the system under audit and the measurement choices behind it, so a change in the rate can leave it unclear whether the system or those choices moved.

Why it matters

“ASSERT: A Measurement Pipeline for GenAI Audits” may affect what data AI products can use and where accountability sits. Product teams should watch compliance duties, rights holders should watch enforcement, and users should watch transparency and appeal mechanisms.

Kaynak sitede devamını oku: arXiv Artificial Intelligence ↗