Wrong Prediction, Right Answer: Recovering Evidence from Collapsed LLM Sequence Scores

Qiyao Yan, Chenpeng Wang, Liangming Pan

When a large language model fails a reasoning task, it is often assumed to lack the underlying capability. However, this conflates a genuine absence of reasoning with a late-stage…