Uncertainty Quantification for Safer LLM Function-Calling

This research addresses the risk of irreversible errors in autonomous tool-use by proposing Uncertainty Quantification (UQ) methods. These methods allow LLMs to assess their own confidence before executing high-stakes functions like data deletion or fund transfers.