Recognizing Connotative Meaning in Military Chat Communications

Abstract

Over the last five to seven years the use of chat in military contexts has expanded quite significantly, in some cases becoming a primary means of communicating time-sensitive data to decision makers and operators. For example, during humanitarian operations with Joint Task Force-Katrina, chat was used extensively to plan, task, and coordinate predeployment and ongoing operations. The informal nature of chat communications allows the relay of far more information than the technical content of messages. Unlike formal documents such as newspapers, chat is often emotive. "Reading between the lines" to understand the connotative meaning of communication exchanges is now feasible, and often important. Understanding the connotative meaning of text is necessary to enable more useful automatic intelligence exploitation. The research project described in this paper was directed at recognizing user connotations of uncertainty and urgency. The project built a matrix of speech features indicative of these categories of meaning, developed data mining software to recognize them, and evaluated the results.

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Document Details

Document Type
Technical Report
Publication Date
Apr 01, 2009
Accession Number
ADA506312

Entities

People

  • Emily R. Budlong
  • Ozgur Yilmazel
  • Sharon M. Walter

Organizations

  • Air Force Research Laboratory

Tags

Communities of Interest

  • C4I
  • Human Systems

DTIC Thesaurus Topics

  • Agreements
  • Air Force
  • Algorithms
  • Automatic
  • Command And Control
  • Computer Programs
  • Data Science
  • Detection
  • Electronic Mail
  • Military Exercises
  • Online Communications
  • Precision
  • Recognition
  • Statistical Analysis
  • Targets
  • Training
  • Uncertainty

Readers

  • Computational Linguistics
  • Geospatial Intelligence and Artificial Intelligence Analytics
  • Team-Based Human-Centered Cognitive Task Decision Making and Information Performance.

Technology Areas

  • AI & ML
  • AI & ML - DoD AI Strategy
  • AI & ML - Machine Translation