A paper co-authored by Dr. Ruiz and his collaborators has been featured on the CISE Webpage. The paper titled  “Comparison of Text-Based Inputs for Human-in-the-Loop Feedback in Vision-Language Models” focused on one specific task for humans: text-based labeling and verification of AI-generated video descriptions. In this task, users reviewed a video clip alongside a textual description produced by a vision-language model and provided feedback indicating whether the description was correct and, if not, how it should be revised.

See more information at https://cise.ufl.edu/2026/06/keeping-humans-in-the-loop-uf-involved-study-examines-human-feedback-on-ai/