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Posts, news, and announcements from the UF Data Studio.
Figure 1 from Ranjan et al., showing Enactor's transformer architecture for multi-actor interaction modeling and closed-loop trajectory generation.

Enactor — Surrogate World Models for Traffic Intersections

Jul 15, 2026
A blogpost on Enactor, a transformer-based surrogate world model that learns realistic vehicle dynamics at signalized intersections from SUMO microsimulation data.
Future Looking Statements System

Binary Classification of Forward-Looking Statements

Jul 9, 2026
Using Forward-Looking Statements to Forecast the Stock Price
Figure 1 from Rudman et al. (ACL 2026), showing a VLM hallucinating extra waterlilies when the prompt overstates the count.

When VLMs Trust the Prompt Over the Image

Jul 9, 2026
A short blogpost about an ACL 2026 paper on prompt-induced hallucination in vision–language models, and how ablating a few attention heads can restore visual grounding.
TOLSA-M dimension called Epistemic

How confident are you?

Jul 3, 2026
Detecting hedge words to measure certainty in critical domains like medicine, finance, and engineerin
FLAIRS banner logo with the Florida Artificial Intelligence Research Society name and a green Florida silhouette.

InsightBoard at FLAIRS-39 in Marco Island

Jul 2, 2026
Presenting an interactive TensorBoard plugin for multi-metric visualization and fairness analysis at the 39th International FLAIRS Conference.
An aerial view of the San Diego Coronado Bridge curving across the bay toward the downtown skyline, host city of ACL 2026.

The UF Data Studio at ACL 2026 in San Diego

Jul 1, 2026
The work we are proud to show at ACL 2026, with session times so you can find us. A Findings paper on audio-semantic reasoning across accents, a vision-and-language paper that reads the Mixtec codices, and an overall-winning AmericasNLP shared-task submission.
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