Comparing three tool-assisted AI configurations for whole-submission verification of Welch reports

A fixed-panel comparison of general Python, a stable numerical wrapper plus Python, and a bound whole-submission verifier plus Python for complete verification of submitted Welch reports. The study contains 72 constructed cases, three repetitions per configuration, and 648 total sessions. This record includes the preprint and a deterministic replication package.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-16
DOI
https://doi.org/10.5281/zenodo.22784595
Primary Topic
Scientific Computing and Data Management
Type
preprint
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preprint

Comparing three tool-assisted AI configurations for whole-submission verification of Welch reports

Tasuku Kobayashi
Zenodo (CERN European Organization for Nuclear Research)
Scientific Computing and Data Management
preprint

Comparing three tool-assisted AI configurations for whole-submission verification of Welch reports

Tasuku Kobayashi
preprint en

Abstract

A fixed-panel comparison of general Python, a stable numerical wrapper plus Python, and a bound whole-submission verifier plus Python for complete verification of submitted Welch reports. The study contains 72 constructed cases, three repetitions per configuration, and 648 total sessions. This record includes the preprint and a deterministic replication package.

Zenodo (CERN European Organization for Nuclear Research)
Scientific Computing and Data Management
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Comparing three tool-assisted AI configurations for whole-submission verification of Welch reports — Tasuku Kobayashi · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS