OneFont: A Unified Agent for End-to-End Font Creation
Yingxin Lai, Yufei Liu, Guoqing Yang, Jiaxing Chai, Zhiming Luo, Shaozi Li
Abstract
Despite recent advancements in font generation, practitioners still grapple with a laborious trial-and-error workflow. To streamline this, we propose OneFont, an end-to-end framework that interprets user intents via free-form dialogue, seamlessly integrating both glyph synthesis and refinement modules. We introduce the Font with Thought (FwT) paradigm, reframing font design as a reasoning task where the model plans actions and articulates design rationales. OneFont’s core planner is trained via a two-stage regimen to master this paradigm. First, we instill reasoning abilities via Supervised Fine-Tuning (SFT) on a new, comprehensive benchmark of 1,500 font families we built. Second, we refine the model
BibTeX
@inproceedings{aaai2026_onefontaunifieda,
title = {OneFont: A Unified Agent for End-to-End Font Creation},
author = {Yingxin Lai and Yufei Liu and Guoqing Yang and Jiaxing Chai and Zhiming Luo and Shaozi Li},
booktitle = {AAAI 2026},
year = {2026}
}