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IBM Research Open-Sources Docling: An AI Tool for High-Precision PDF Document Conversion and Structural Integrity Maintenance Across Complex Layouts

IBM Research Open-Sources Docling: An AI Tool for High-Precision PDF Document Conversion and Structural Integrity Maintenance Across Complex Layouts

Practical Solutions for Document Conversion with AI

Challenges in Document Conversion

Converting PDFs to machine-processable formats has been challenging due to the diverse and complex nature of PDF files. This often results in a loss of structural features, making it difficult to accurately extract content such as tables and figures.

AI-Driven Solutions

Advanced AI-driven tools provide a promising solution to these challenges, enabling better understanding, processing, and extracting content from complex documents.

Need for Efficient Tools

Efficient and accurate conversion tools have become crucial as businesses and researchers increasingly rely on digital documents for various purposes.

Limitations of Current Tools

Existing PDF conversion tools often struggle with accuracy and performance due to their dependence on proprietary algorithms and restrictive licenses.

Introducing Docling by IBM Research

Docling is an open-source package designed specifically for PDF document conversion, leveraging specialized AI models for layout analysis and table structure recognition.

Functionality of Docling

Docling’s processing pipeline ensures accurate document conversion by parsing the PDF document, applying AI models for layout analysis, and post-processing to enhance metadata and correct reading order.

Performance of Docling

Tests have shown that Docling can process documents with sub-second latency per page on standard hardware, making it a practical choice for various environments.

Value of Docling

Docling provides a reliable method for converting complex PDF documents into machine-processable formats, making it an invaluable tool for researchers and commercial users.

AI Solutions for Business Evolution

Discover how AI can redefine your company’s way of work and sales processes, and identify automation opportunities, define KPIs, select an AI solution, and implement gradually.

Connect with Us

For AI KPI management advice and continuous insights into leveraging AI, connect with us at hello@itinai.com or stay tuned on our Telegram t.me/itinainews or Twitter @itinaicom.

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Vladimir Dyachkov, Ph.D
Editor-in-Chief itinai.com

I believe that AI is only as powerful as the human insight guiding it.

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