Exploring the Sensitivity of LLMs' Decision-Making Capabilities: Insights from Prompt Variations and Hyperparameters.
Manikanta LoyaDivya SinhaRichard FutrellPublished in: EMNLP (Findings) (2023)
Keyphrases
- hyperparameters
- decision making
- model selection
- cross validation
- closed form
- bayesian inference
- random sampling
- support vector
- prior information
- bayesian framework
- em algorithm
- gaussian process
- gaussian processes
- maximum likelihood
- noise level
- regularization parameter
- maximum a posteriori
- sample size
- incremental learning
- incomplete data
- data mining
- upper bound
- feature selection
- parameter settings
- parameter space
- missing values
- higher order
- active learning
- multiscale
- grid search