A Testing Framework for AI Linguistic Systems (testFAILS)

Kumar, Y.; Morreale, P.; Sorial, P.; Delgado, J.; Li, J. Jenny; Martins, P.

doi:10.1109/aitest58265.2023.00017

Cited by 3 publications

(1 citation statement)

References 12 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…al. [25]. The original code, written in MATLAB and provided by its authors, had a history of conversion attempts that started before the release of ChatGPT.…”

Section: Pair Programming With Llmsmentioning

confidence: 99%

ChatGPT Translation of Program Code for Image Sketch Abstraction

Kumar,

Gordon,

Alabi

et al. 2023

Preprint

View full text Add to dashboard Cite

The migration from MATLAB to Python (M-to-PY) has gained significant traction in recent computational research. While MATLAB has long served as a linchpin in myriad scientific endeavors, there's an emerging trend to rejuvenate these projects using Python's extensive AI tools and libraries. This study presents a semi-automated process for M-to-PY conversion, using a detailed case study of an image skeletonization project comprising fifteen MATLAB files and a 1404-image dataset. Skeletonization is foundational for ongoing 3D motion detection research using AI transformers, predominantly developed in Python. The utilization of ChatGPT-4, acting as an AI co-programmer, is pivotal in this conversion. By leveraging the public OpenAI API, we developed an M-to-PY converter prototype, evaluated its efficacy using test cases from the Bard bot, and subsequently employed the converted code in an AI application. The dual contributions encompass a well-tested M-to-PY converter and a Skeleton App capable of sketching and skeletonizing any given image, enriching the AI toolset. This study accentuates how AI resources, like ChatGPT-4, can simplify code transitions, opening doors for innovative AI implementations using primarily MATLAB-coded scientific research.

show abstract

“…al. [25]. The original code, written in MATLAB and provided by its authors, had a history of conversion attempts that started before the release of ChatGPT.…”

Section: Pair Programming With Llmsmentioning

confidence: 99%