Klarity AI
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Klarity is a tool for analyzing uncertainty in generative model outputs. It combines both raw probability analysis and semantic understanding to provide deep insights into model behavior during text generation. The library offers:
Cost / License
- Free
- Open Source
Platforms
- Python
- Self-Hosted
Klarity AI
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Features
- Python-based
Tags
- huggingface
- ai-analysis
- generative-models
- Generative AI
Klarity AI information
Developed by
Klara LabsLicensing
Open Source (Apache-2.0) and Free product.Written in
Alternatives
0 alternatives listedSupported Languages
- English
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AI Tools & ServicesGitHub repository
- 401 Stars
- 30 Forks
- 1 Open Issues
- Updated
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Post comment/reviewWhat is Klarity AI?
Klarity is a tool for analyzing uncertainty in generative model outputs. It combines both raw probability analysis and semantic understanding to provide deep insights into model behavior during text generation. The library offers:
- Dual Entropy Analysis: Combines raw probability entropy with semantic similarity-based entropy
- Semantic Clustering: Groups similar predictions to understand model decision-making
- Structured Output: Returns detailed JSON analysis of generation patterns
- AI-powered Analysis: Uses a separate model to analyze generation patterns and provide human-readable insights