The Illusion of Reasoning: Exposing Evasive Data Contamination in LLMs via Zero-CoT Truncation.

arXiv:2605.21856v2 Announce Type: replace-cross Abstract: Large language models (LLMs) have demonstrated impressive reasoning abilities across a wide range of tasks, but data contamination undermines the objective evaluation of these capabilities. This problem