Triple Failure Routes of Verification: AI Translation, Mathematical Proof, and the Deadline for Verification

AI verification depends on the criteria selected for a task, access to the expertise required to apply them, the incentives surrounding verification, and the time available before a decision. Translation exposes the plurality of evaluation criteria. Mathematics permits a specified truth target while independent checking may finish after the relevant decision. The October 2026 public release of AI-generated mathematical manuscripts makes visible the separation among manuscript production, formalisation, expert checking, novelty assessment, and incorporation into mathematical practice. The timing of independent verification and the difference between observed and actual errors are separate measurable dimensions.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-08
DOI
https://doi.org/10.5281/zenodo.24048776
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
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preprint

Triple Failure Routes of Verification: AI Translation, Mathematical Proof, and the Deadline for Verification

Kenji Yamada
2 links
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
preprint

Triple Failure Routes of Verification: AI Translation, Mathematical Proof, and the Deadline for Verification

Kenji Yamada
preprint en

Abstract

AI verification depends on the criteria selected for a task, access to the expertise required to apply them, the incentives surrounding verification, and the time available before a decision. Translation exposes the plurality of evaluation criteria. Mathematics permits a specified truth target while independent checking may finish after the relevant decision. The October 2026 public release of AI-generated mathematical manuscripts makes visible the separation among manuscript production, formalisation, expert checking, novelty assessment, and incorporation into mathematical practice. The timing of independent verification and the difference between observed and actual errors are separate measurable dimensions.

Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
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