title: UIMA
text: # UIMA
  
  UIMA (/juˈiːmə/ yoo-EE-mə), short for Unstructured Information Management Architecture, is an OASIS standard for content analytics, originally developed at IBM. It provides a component software architecture for the development, discovery, composition, and deployment of multi-modal analytics for the analysis of unstructured information and integration with search technologies.
  
  ## Structure
  
  The UIMA architecture can be thought of in four dimensions:
  
  * It specifies component interfaces in an analytics pipeline.
  * It describes a set of design patterns.
  * It suggests two data representations: an in-memory representation of annotations for high-performance analytics and an XML representation of annotations for integration with remote web services.
  * It suggests development roles allowing tools to be used by users with diverse skills.
  
  ## Implementations and uses
  
  Apache UIMA, a reference implementation of UIMA, is maintained by the Apache Software Foundation.
  
  UIMA is used in a number of software projects:
  
  * IBM Research's Watson uses UIMA for analyzing unstructured data.
  * The Clinical Text Analysis and Knowledge Extraction System (Apache cTAKES) is a UIMA-based system for information extraction from medical records.
  * DKPro Core is a collection of reusable UIMA components for general-purpose natural language processing.
  