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A Thought-provoking Question Matrix to Guide the Development of Foundation-Model-based Applications

A Thought-provoking Question Matrix to Guide the Development of Foundation-Model-based Applications

Samenvatting

Organizations feel an urgency to develop and implement applications based on foundation
models: AI-models that have been trained on large-scale general data and can be finetuned to
domain-specific tasks. In this process organizations face many questions, regarding model
training and deployment, but also concerning added business value, implementation risks and
governance. They express a need for guidance to answer these questions in a suitable and
responsible way. We intend to offer such guidance by the question matrix presented in this paper.
The question matrix is adjusted from the model card, to match well with development of AIapplications
rather than AI-models. First pilots with the question matrix revealed that it elicited
discussions among developers and helped developers explicate their choices and intentions
during development.

OrganisatieHogeschool Utrecht
AfdelingKenniscentrum Digital Business & Media
LectoraatArtificial Intelligence
Gepubliceerd inProceedings of the Workshops at the Third International Conference on Hybrid Human-Artificial Intelligence co-located with (HHAI 2024), Malmö, Sweden, June 10-11, 2024 CEUR-WS.org, Malmö, Sweden, Uitgave: 3825
Datum2024-06-10
TypeConferentiebijdrage
TaalEngels

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