SAUP propagates per-step uncertainty across an LLM agent's reasoning chain and weights each step by a learned situation surrogate, improving AUROC for detecting incorrect answers.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
SAUP: Situation Awareness Uncertainty Propagation on LLM Agent
SAUP propagates per-step uncertainty across an LLM agent's reasoning chain and weights each step by a learned situation surrogate, improving AUROC for detecting incorrect answers.