RIXA - Explaining Artificial Intelligence in Natural Language
- Resource Type
- Conference
- Authors
- Becker, Maximilian; Vishwesh, Vishwesh; Birnstill, Pascal; Schwall, Finn; Wu, Sihan; Beyerer, Jurgen
- Source
- 2023 IEEE International Conference on Data Mining Workshops (ICDMW) ICDMW Data Mining Workshops (ICDMW), 2023 IEEE International Conference on. :875-884 Dec, 2023
- Subject
- Computing and Processing
Measurement
Explainable AI
Natural languages
Data visualization
Data protection
Data models
Data mining
XAI
natural language explanations
interactive explanations
personalized explanations
XAI dashboard
- Language
- ISSN
- 2375-9259
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.