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  4. RIXA - Explaining Artificial Intelligence in Natural Language
 
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2023
Conference Paper
Title

RIXA - Explaining Artificial Intelligence in Natural Language

Abstract
Natural language is the instinctive form of communication humans use among each other. Recently large language models have drastically improved and made natural language interfaces viable for all kinds of applications. We argue that the use of natural language is a great tool to make explainable artificial intelligence (XAI) accessible to end users. We present our concept and work in progress implementation of a new kind of XAI dashboard that uses a natural language chat. We specify 5 design goals for the dashboard and show the current state of our implementation. The natural language chat is the main form of interaction for our new dashboard. Through it the user should be able to control all important aspects of our dashboard. We also define success metrics we want to use to evaluate our work. Most importantly we want to conduct user studies because we deem them to be the best method of evaluation for end-user-centered applications.
Author(s)
Becker, Maximilian
Vishwesh, Vishwesh
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Birnstill, Pascal  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Schwall, Finn
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Wu, Sihan
Beyerer, Jürgen  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Mainwork
23rd IEEE International Conference on Data Mining Workshops, ICDMW 2023. Proceedings  
Conference
International Conference on Data Mining Workshops 2023  
Workshop on Causal and Explainable Artificial Intelligence 2023  
DOI
10.1109/icdmw60847.2023.00118
Language
English
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Keyword(s)
  • Measurement

  • Explainable AI

  • Natural languages

  • Data visualization

  • Data protection

  • Data models

  • Data mining

  • XAI

  • natural language explanations

  • interactive explanations

  • personalized explanations

  • XAI dashboard

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