Vaidehi Hegde

Detection Is Not Enough: Reasoning Traces as Testable Program Hypotheses

When a language model is deployed, no reference solution exists, so the reasoning trace it writes is the only evidence for judging its answer. The reference-free substitutes each fail differently: self-assessment degrades the answer it was meant to protect, sampling agreement measures stability rather than correctness,...