Research2d ago
Selfdoubt Quantifies LLM Reasoning Uncertainty
The Hedge-to-Verify Ratio (HVR) measures uncertainty by analyzing behavioral signals within a reasoning trace. This single-pass framework bypasses the need for expensive sampling or hidden logits from proprietary APIs. It provides a consistent proxy for confidence. SELFDOUBT allows practitioners to detect model hesitation without increasing inference costs.