Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning.
Debarun BhattacharjyaJunkyu LeeDon Joven AgravanteBalaji GanesanRadu MarinescuPublished in: CoRR (2024)
Keyphrases
- probabilistic model
- prior knowledge
- reasoning process
- domain knowledge
- experimental data
- formal models
- parameter estimation
- statistical model
- formal model
- generic model
- computational model
- mathematical model
- mathematical models
- modeling framework
- parametric models
- autoregressive
- hybrid model
- reasoning mechanism
- conceptual model
- statistical models
- high level
- semantic models
- learned models
- expert systems
- analytical model
- knowledge management
- modeling method
- predictive model
- linear models
- multiple models
- model based diagnosis
- production rules
- bayesian framework
- accurate models
- classification models
- conceptual framework
- domain models
- linear regression
- neural network
- formal representation
- qualitative physics
- empirical data
- finite state machines
- learning models
- metamodel
- expert knowledge
- theoretical foundation
- statistical methods
- knowledge representation