Apple explores confidence measurement for AI function-calling to prevent costly errors

Apple's machine learning team published research on Uncertainty Quantification (UQ) methods for LLMs that make function calls—a standard approach for giving AI models tool-use capabilities. The work focuses on measuring how confident an LLM is that a function call will solve a task correctly before executing it.