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

arXiv:2610.20328v1 Announce Type: new Abstract: Reliable uncertainty estimation is essential for deploying large language models in high-stakes reasoning tasks, yet most existing approaches rely on expensive sampling strategies or shallow token-level signals t