Unlocking Unstructured Data: The Springer Series in Applied Machine Learning

The Unstructured Data Challenge in Public Services.- Large Language Models: Capabilities and Limitations.- Framework for Evaluating LLM Applications in Public Services.- Document Digitization Pipelines.- Form Processing and Information Extraction.- Free-Text Analysis for Citizen Feedback and Communications.- Multimodal Approaches for Complex Document Understanding.- Healthcare Record Digitization and Analysis.- Social Services and Benefits Administration.- Regulatory Compliance and Documentation.- Public Feedback and Citizen Engagement.- Governance Frameworks for LLM Implementation.- Privacy, Security, and Trust.- Implementation Strategies and Organizational Change.- Future Directions and Research Agenda.