MARS: Meaning-Aware Response Scoring for Uncertainty Estimation in Generative LLMs.
Yavuz Faruk BakmanDuygu Nur YaldizBaturalp BuyukatesChenyang TaoDimitrios DimitriadisSalman AvestimehrPublished in: CoRR (2024)
Keyphrases
- inherent uncertainty
- generative model
- possibility theory
- estimation accuracy
- natural language
- graphical models
- unsupervised learning
- parameter estimation
- robust estimation
- belief functions
- density estimation
- uncertain data
- incomplete information
- machine learning
- object recognition
- multi agent
- multiscale
- information retrieval