Research2d ago
SelfDoubt Quantifies LLM Reasoning Uncertainty
The Hedge-to-Verify Ratio detects uncertainty by analyzing behavioral signals within a model's reasoning trace. This single-pass framework bypasses the need for expensive sampling or hidden logits. It enables practitioners to gauge reliability even when using proprietary APIs. SELFDOUBT provides a consistent signal where verbalized confidence typically fails.