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New GUIDE framework automates artifact generation from enterprise documents

A new multi-agent framework called GUIDE has been developed to automate the generation of artifacts from complex enterprise guideline documents. This system addresses issues like hallucinated content and table degradation common in existing LLM and VLM approaches. GUIDE utilizes a shared rule store and validated inter-agent contracts to parse documents, extract information, check for consistency, and synthesize artifacts, reducing processing time from days to under two hours and achieving a 96% success rate on real-world documents. AI

IMPACT Automates complex document processing, potentially freeing up significant human resources in enterprise settings.

RANK_REASON The item is a research paper detailing a new framework and its evaluation. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

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New GUIDE framework automates artifact generation from enterprise documents

COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Shivali Dalmia, Sumukha Thoppanahalli, Mohammadreza Sediqin, Abhishek Mukherji ·

    GUIDE: Governed Unified Intelligence for Document-to-Artifact Generation in Enterprise Settings

    arXiv:2608.12133v1 Announce Type: new Abstract: 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 w…