RIXA - Explaining Artificial Intelligence in Natural Language

被引:0
|
作者
Becker, Maximilian [1 ]
Vishwesh, Vishwesh [2 ]
Birnstill, Pascal [2 ]
Schwall, Finn [2 ]
Wu, Sihan [1 ]
Beyerer, Juergen [2 ]
机构
[1] Karlsruhe Inst Technol, Vis & Fus Lab, Karlsruhe, Germany
[2] Fraunhofer IOSB, Karlsruhe, Germany
关键词
XAI; natural language explanations; interactive; explanations; personalized explanations; XAI dashboard; AI;
D O I
10.1109/ICDMW60847.2023.00118
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:875 / 884
页数:10
相关论文
共 50 条
  • [21] A POSITION NOTE ON NATURAL-LANGUAGE UNDERSTANDING AND ARTIFICIAL-INTELLIGENCE
    WILKS, Y
    COGNITION, 1981, 10 (1-3) : 337 - 340
  • [22] Face Detection and Natural Language Processing System Using Artificial Intelligence
    Avani, H. S.
    Turkar, Ayushi
    Divya, C. D.
    INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES, ICICCT 2019, 2020, 89 : 773 - 780
  • [23] Artificial intelligence applications in education: Natural language processing in detecting misconceptions
    Kokver, Yunus
    Pektas, Hueseyin Mirac
    Celik, Harun
    EDUCATION AND INFORMATION TECHNOLOGIES, 2025, 30 (03) : 3035 - 3066
  • [24] Artificial and Natural Intelligence
    Menges, Eric
    NATURAL AREAS JOURNAL, 2023, 43 (02) : 97 - 97
  • [25] Artificial and Natural Intelligence
    Frintrop, S.
    KUNSTLICHE INTELLIGENZ, 2012, 26 (02): : 115 - 117
  • [26] Natural and artificial intelligence
    Andre, Jean-Claude
    ENVIRONNEMENT RISQUES & SANTE, 2019, 18 (05): : 419 - 420
  • [27] Explaining artificial intelligence with visual analytics in healthcare
    Ooge, Jeroen
    Stiglic, Gregor
    Verbert, Katrien
    WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2022, 12 (01)
  • [28] Understanding, explaining, and utilizing medical artificial intelligence
    Cadario, Romain
    Longoni, Chiara
    Morewedge, Carey K.
    NATURE HUMAN BEHAVIOUR, 2021, 5 (12) : 1636 - +
  • [29] Explaining Artificial Intelligence with Tailored Interactive Visualisations
    Ooge, Jeroen
    Verbert, Katrien
    COMPANION PROCEEDINGS OF THE 27TH INTERNATIONAL CONFERENCE ON INTELLIGENT USER INTERFACES, IUI 2022 COMPANION, 2022, : 120 - 123
  • [30] Understanding, explaining, and utilizing medical artificial intelligence
    Romain Cadario
    Chiara Longoni
    Carey K. Morewedge
    Nature Human Behaviour, 2021, 5 : 1636 - 1642