Li Zhang

Beyond Self-Knowledge: Propagating Uncertainty Across Reasoning and Retrieval in LLMs

BeyondUncertainty first elicits a structured provisional answer and confidence estimate, then applies a model-specific threshold selected on held-out validation data and frozen before test evaluation, revealing a trade-off between more selective evidence acquisition and end-to-end token efficiency.