Explain, Edit, and Understand: Rethinking User Study Design for Evaluating Model Explanations.
Siddhant AroraDanish PruthiNorman M. SadehWilliam W. CohenZachary C. LiptonGraham NeubigPublished in: AAAI (2022)
Keyphrases
- computational model
- study proposes
- formal model
- user interface
- neural network
- simulation study
- conceptual model
- statistical model
- deeper understanding
- structural equation modeling
- user interaction
- probabilistic model
- prior knowledge
- theoretical framework
- experimental data
- high level
- user experience
- genetic algorithm
- user satisfaction
- layout design
- explanatory power
- parameter estimation
- theoretical analysis
- probability distribution
- similarity measure
- information retrieval