University of Florida Data Studio 🐊

The UF Data Studio is home for research projects for all parts of the Data Pipeline. We are passionate about developing new ways humans can interact with their data and understanding the fundamental research issues all along the data pipeline.

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Figure 1 from Zhang et al. (ACL 2026), showing the LoopTool closed-loop pipeline for iterative tool-use enhancement.

LoopTool — When Tool-Use Training Needs a Closed Loop

A blogpost on an ACL 2026 paper that couples GRPO training with greedy probing, judge-guided label repair, and error-driven data expansion for robust LLM function calling.

Figure 1 from Feng and Yang, comparing FFT and LoRA training curves on Quora paraphrase detection.

When DPO and LoRA Stop Helping — Lessons from GPT-2 Scale

A blogpost on an empirical study of SFT, DPO, FFT, and LoRA on a 124M-parameter GPT-2 backbone for paraphrase detection and Shakespeare sonnet continuation.

System for Future Reference Patterns

Detecting expressions which refer to future events, predicting the future....

Figure 1 from Elbouanani et al. (ACL 2026 Findings), showing entity-level audit scores for countries aggregated across tasks, languages, models, and prompts.

Auditing LLM Bias at Billion-Point Scale

A blogpost on an ACL 2026 Findings paper that uses named entities as probes to measure structural bias in large language models across politics, geopolitics, and finance.

Highrise buildings standing on the left of streetlights and streetlamps with the overhanging roof and tall glass facade of the Colorado Convention Center looming to the right.

Manga109-v2026's Modern Update for a Classic Comic Understanding Dataset

Blogpost about updates to the popular Comic Understanding dataset Manga109

A view of the stern of the USS Midway, a dull exterior with dark letters saying MIDWAY painted on it.

Social Events in San Diego For ACL26

A blogpost highlighting my travel to San Diego for ACL26 and the myriad of social events I took part of there.

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