Sumire Honda

Argument Graph Uncertainty: Quantifying Uncertainty from the Logical Structure of Reasoning Chains

This work introduces Argument Graph Uncertainty, a post-hoc framework for multiple choice question tasks that estimates model confidence directly from the logical structure of a single chain-of-thought reasoning trace, and demonstrates through extensive combination analyses that argument graph uncertainty captures an o...