Human-Readable AI Explanations: Specification for Audience-Appropriate Transparency

Key Points

• The aim is to develop specifications that improve the clarity and appropriateness of AI explanations for varied audiences.
• Developed a framework for audience-appropriate AI explanation specifications.
• Analyzed various AI systems for their explanatory capabilities.
• Evaluated the impact of different transparency levels on user understanding.
• Identified key factors that enhance audience comprehension of AI decisions.
• Demonstrated that tailored explanations significantly improve user trust in AI systems.
• Found a direct correlation between transparency levels and user engagement.