Applying and Verifying a Small Language Model on Inexpensive Hardware

We applied the Phi3 Mini SLM on a Raspberry Pi 5 in two domains - language translation and robot control. To compensate for hallucinations, we included a feedback loop in both applications. Although Phi3 Mini runs slowly, it suffices to test these proof-of-concept applications. In testing our applications, we found that the feedback loop enabled users to compensate to some extent for the limitations of the SLM.

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Publication Details

Journal
Proceedings of the ... International Florida Artificial Intelligence Research Society Conference
Published
2025-05-14
DOI
https://doi.org/10.32473/flairs.38.1.138977
Primary Topic
Natural Language Processing Techniques
Type
article
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article

Applying and Verifying a Small Language Model on Inexpensive Hardware

Ian D. Walker, Gabriel J. Ferrer, Jacob Collier-Tenison
Proceedings of the ... International Florida Artificial Intelligence Research Society Conference
Natural Language Processing Techniques
article

Applying and Verifying a Small Language Model on Inexpensive Hardware

Ian D. Walker, Gabriel J. Ferrer, Jacob Collier-Tenison
article en

Abstract

We applied the Phi3 Mini SLM on a Raspberry Pi 5 in two domains - language translation and robot control. To compensate for hallucinations, we included a feedback loop in both applications. Although Phi3 Mini runs slowly, it suffices to test these proof-of-concept applications. In testing our applications, we found that the feedback loop enabled users to compensate to some extent for the limitations of the SLM.

Proceedings of the ... International Florida Artificial Intelligence Research Society ConferenceVol. 38
Hendrix College (US)
Openalex Percentile: Top 71%
Natural Language Processing Techniques
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