N-Version Assessment and Enhancement of Generative AI: Differential GAI

We propose a way of mitigating generative AI’s (GAI) inherent untrustworthiness by exploiting its ability to generate multiple versions of code and tests, facilitating comparative analysis across versions. Instead of relying on the quality of a single test or code module, this “Differential GAI” approach promotes more reliable quality evaluation through version diversity.

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Publication Details

Journal
IEEE Software
Published
2024-09-27
DOI
https://doi.org/10.1109/ms.2024.3469388
Citations
2
Primary Topic
Scientific Computing and Data Management
Type
article
Field-Weighted Citation Impact
2.10
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article

N-Version Assessment and Enhancement of Generative AI: Differential GAI

Colin Atkinson, Marcus Kessel
2 citations
IEEE Software
Scientific Computing and Data Management
2.10
article

N-Version Assessment and Enhancement of Generative AI: Differential GAI

Colin Atkinson, Marcus Kessel
article en
2 citations

Abstract

We propose a way of mitigating generative AI’s (GAI) inherent untrustworthiness by exploiting its ability to generate multiple versions of code and tests, facilitating comparative analysis across versions. Instead of relying on the quality of a single test or code module, this “Differential GAI” approach promotes more reliable quality evaluation through version diversity.

IEEE SoftwareVol. 42(2)
University of Mannheim (DE)
Openalex Percentile: Top 9%
Scientific Computing and Data Management
2.10
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N-Version Assessment and Enhancement of Generative AI: Differential GAI — Colin Atkinson, Marcus Kessel · IEEE Software (2024) | TGRS Research Map | TGRS