From Sequence to Structure: Relational Uncertainty Propagation for LLM Agents
Experimental results show that RUPA consistently outperforms existing UQ methods by providing more accurate uncertainty estimates, enabling earlier failure detection, and improving uncertainty-guided agent execution across diverse agent tasks.
Z. Cao, Yaojie Lu, Hongyu Lin et al.
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