What to Format and How: A Benchmark and Workflow Approach for Document Formatting 文章

ArXiv CS.CL2026-06-02NEWSen作者: Shihao Rao, Liang Li, Jiapeng Liu, Tong Lin, Bing Li, Xiyan Gao, Peng Fu, Jing Huang, Can Ma

摘要

arXiv:2606.01936v1 Announce Type: new Abstract: Recent advances in large language models (LLMs) have opened up new possibilities for automated document formatting. However, real-world formatting often requires identifying targets based on document content. This content-aware setting remains challenging and underexplored, primarily due to the lack of dedicated evaluation datasets.To enable evaluation in realistic content-aware scenarios, we introduce DocFormBench, a benchmark that extends Text-to-Format evaluation to diverse formatting requirements, along with metrics for both accuracy and efficiency.To mitigate redundant document reading in existing methods during formatting, we propose DocFormFlow, a workflow formatting method that decouples target localization from modification execution into what to format and how.