RAMFIS: Representation of Vectors and Abstract Meanings for Information Synthesis

Abstract

This work was performed under the auspices of the DARPA Active Interpretation of Disparate Alternatives (AIDA) program. The goal was improved multimodal and multilingual information processing aimed at capturing alternative perspectives on significant events. TA1 performers extracted entities and events from individual multimedia documents and passed them along to a TA2 as knowledge elements, usually with reference links to a Knowledge Base (KB). As TA2 performers, our directive was to determine where entities and events in one document were identical with entities and events in another document, and to cluster them together around a single KB link. This facilitated the detection of contradictions and confirmations. In this document, we present our work throughout the program, detailing our evaluation system and how we have measured improvement. We also discuss our efforts in mapping between vector representations and the work we have done on ontology development.

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Document Details

Document Type
Technical Report
Publication Date
May 01, 2023
Accession Number
AD1202435

Entities

People

  • Martha Palmer

Organizations

  • Regents of the University of Colorado

Tags

Communities of Interest

  • Autonomy
  • Energy and Power Technologies
  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Air Force
  • Air Force Research Laboratories
  • Artificial Intelligence
  • Artificial Intelligence Software
  • Classification
  • Computational Science
  • Computer Languages
  • Computer Vision
  • Dimensionality Reduction
  • Feature Extraction
  • Governments
  • Image Processing
  • Information Processing
  • Information Science
  • Information Systems
  • Language
  • Machine Learning
  • Natural Language Processing
  • Neural Networks
  • Ontologies

Fields of Study

  • Computer science

Readers

  • Artificial Intelligence
  • Database Systems and Applications