GUIDE让企业文档自动生成合规成果，效率提升10倍以上。
GUIDE: Governed Unified Intelligence for Document-to-Artifact Generation in Enterprise Settings
- 六代理协同工作，通过规则库与验证合约确保生成内容可信
- 处理120份真实文档，96%成功率，3896条规则71.4%自动通过
- 从原始文档到部署级产物仅需40-125分钟，适合企业自动化流程
企业指南文档具有异构性与多模态特征，包含叙述文本、复杂表格和嵌入图像。现有大模型与视觉语言模型系统存在幻觉内容、表格结构退化及缺乏从提取到验证再到成果生成的受控流程问题，导致企业仍需人工处理，每份文档耗时2-3天。为此，我们提出GUIDE——一个基于共享版本化规则库的受控多智能体框架，包含架构验证的智能体间契约与端到端溯源追踪。六个专用智能体分别负责解析、基于VLM的提取、一致性校验、评估、人机协作升级及个性化的成果合成。在120份真实企业指南文档上评估，GUIDE实现96%文档成功率，提取3,896条规则（71.4%自动批准），生成812个可部署成果，单文档周转时间缩短至40-125分钟。
原文摘要 · Abstract (English)
Enterprise guideline documents are heterogeneous and multimodal, combining narrative text, complex tables, and embedded images. Existing LLM and VLM systems face hallucinated content, table structure degradation, and lack governed workflows extending beyond extraction to validation and artifact generation. This leaves enterprises to perform this manually, consuming 2-3 days per document. To address this, we introduce GUIDE, a governed multi-agent framework built on a shared versioned rule store with schema-validated inter-agent contracts and end-to-end provenance tracking. Six specialized agents handle parsing, VLM-driven extraction, consistency checking, evaluation, human-in-the-loop (HITL) escalation, and persona-tailored artifact synthesis. Evaluated on 120 real-world enterprise guideline documents, GUIDE achieves 96% document success, extracts 3,896 rules with 71.4% auto-approved, produces 812 deployment-ready artifacts, and reduces turnaround to 40-125 minutes per document.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品；中文卡片由大模型生成，请以原文为准。