Defense & Aerospace — Regulatory Document Knowledge Extraction Pipeline

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This DAG automates the extraction of critical information from regulatory documents, enhancing compliance and operational efficiency. It leverages advanced natural language processing techniques to ensure accurate data retrieval and indexing.

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Overview

The purpose of the Regulatory Document Knowledge Extraction Pipeline is to automate the extraction of essential information from regulatory documents, thereby improving compliance and operational efficiency in the Defense and Aerospace sector. The pipeline ingests data from various sources, including document management systems and databases containing regulatory texts. The ingestion process begins with the retrieval of documents, followed by the application of Named Entity Recognition (NER) and

The purpose of the Regulatory Document Knowledge Extraction Pipeline is to automate the extraction of essential information from regulatory documents, thereby improving compliance and operational efficiency in the Defense and Aerospace sector. The pipeline ingests data from various sources, including document management systems and databases containing regulatory texts. The ingestion process begins with the retrieval of documents, followed by the application of Named Entity Recognition (NER) and taxonomy classification techniques to identify and categorize relevant information. Quality control measures are implemented at each stage to ensure the accuracy and compliance of the extracted data. The processed information is then indexed into a knowledge graph, which facilitates easy search and retrieval of Standard Operating Procedures (SOPs) and other critical documents. Key performance indicators (KPIs) such as extraction accuracy, processing time, and compliance rates are monitored to evaluate the effectiveness of the pipeline. The business value of this DAG lies in its ability to streamline document processing, reduce manual effort, and enhance regulatory compliance, ultimately leading to improved decision-making and operational agility.

Part of the Document Automation solution for the Defense & Aerospace industry.

Use cases

  • Increased compliance with regulatory standards
  • Reduced manual processing time and effort
  • Enhanced accuracy in information retrieval
  • Improved accessibility of critical documents
  • Streamlined update processes for SOPs

Technical Specifications

Inputs

  • Regulatory document management system data
  • Compliance databases
  • SOP text files
  • Historical regulatory documents

Outputs

  • Indexed knowledge graph of extracted information
  • Updated Standard Operating Procedures
  • Compliance reports
  • Data quality assessment results

Processing Steps

  1. 1. Retrieve documents from management systems
  2. 2. Apply Named Entity Recognition techniques
  3. 3. Classify extracted data using taxonomy
  4. 4. Implement quality control checks
  5. 5. Index results into a knowledge graph
  6. 6. Generate compliance reports
  7. 7. Monitor KPIs for performance evaluation

Additional Information

DAG ID

WK-0778

Last Updated

2025-01-15

Downloads

74

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