Arts and Humanities Commons^™

Towards More Task-Generalized And Explainable Ai Through Psychometrics, Alec Braynen

USF Tampa Graduate Theses and Dissertations

In this work, we propose that adopting the methods, principles, and guidelines of the field of psychometrics can help the Artificial Intelligence (AI) community to build more task-generalizable and explainable AI. Three arguments are presented and explored. These arguments are that psychometrics can help by providing 1) a framework for formulating better datasets, 2) psychometric AI data that can lead to models of generalization in AI, and 3) explainable AI through more informative evaluations.

A review of psychometrics and psychological generalization is performed, along with an overview of evaluation, generalization, and explainability in AI. Various ideas are presented throughout for …

Now That You Have Created A Great Video, How Do You Know If Anyone Is Learning From It?, Claudia J. Dold

Claudia J. Dold

Video offers a wide range of benefits a useful teaching tool, and librarians are using it to make all kinds of information available. I have created two series of videos at my university library concerning library and research skills: one for undergraduates and the other for graduates. This past year, I undertook four studies to determine whether students use the videos and under what circumstances.