This paper introduces "WordArt Designer", a user-driven framework for artistic typography synthesis, relying on Large Language Models (LLM). The system incorporates four key modules: the "LLM Engine", "SemTypo", "StyTypo", and "TexTypo" modules. 1) The "LLM Engine", empowered by LLM (e.g., GPT-3.5-turbo), 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”，一个基于大型语言模型（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”、“StyTypo”和“TexTypo”模块。1）“LLM引擎”借助LLM（如GPT-3.5-turbo）解读用户输入，为其他模块生成可操作提示，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，在艺术转换与可读性之间取得平衡。3）在“SemTypo模块”提供的语义布局基础上，“StyTypo模块”生成平滑、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”突显了生成式AI与艺术字体的融合。可在ModelScope上体验其功能：https://www.modelscope.cn/studios/WordArt/WordArt。