Not All Test-Time Compute Is Evidence: Model-Specific Bias in LLM Reasoning.

arXiv:2610.23213v1 Announce Type: new Abstract: Test-time scaling methods implicitly assume that additional computation from the same model provides independent evidence. We show that this assumption fails within a single reasoning model: errors are correlated