This paper introduces WordArt Designer, a user-driven framework for artistic typography synthesis, relying on the Large Language Model (LLM). The system incorporates four key modules: the LLM Engine, SemTypo, StyTypo, and TexTypo modules. 1) The LLM Engine, empowered by the LLM (e.g., GPT-3.5), interprets user inputs and generates actionable prompts for the other modules, thereby transforming abstract concepts into tangible designs. 2) The SemTypo module optimizes font designs using semantic concepts, striking a balance between artistic transformation and readability. 3) Building on the semantic layout provided by the SemTypo module, the StyTypo module creates smooth, refined images. 4) The TexTypo module further enhances the design's aesthetics through texture rendering, enabling the generation of inventive textured fonts. Notably, WordArt Designer highlights the fusion of generative AI with artistic typography. Experience its capabilities on ModelScope: https://www.modelscope.cn/studios/WordArt/WordArt.

翻译：本文介绍WordArt Designer，一种基于大语言模型（LLM）的用户驱动艺术字体合成框架。该系统包含四个核心模块：LLM引擎、SemTypo模块、StyTypo模块和TexTypo模块。1）LLM引擎借助大语言模型（如GPT-3.5）解读用户输入，为其他模块生成可执行提示，从而将抽象概念转化为具体设计。2）SemTypo模块利用语义概念优化字体设计，在艺术化转换与可读性之间取得平衡。3）基于SemTypo模块提供的语义布局，StyTypo模块生成流畅精细的图像。4）TexTypo模块通过纹理渲染进一步增强设计的美学效果，支持生成富有创意的纹理字体。值得注意的是，WordArt Designer凸显了生成式AI与艺术字体的融合。其功能可在ModelScope平台体验：https://www.modelscope.cn/studios/WordArt/WordArt。