Reasoning or Pattern Exploitation? Mechanistic Insights from RL-Trained Language Models.

arXiv:2610.39182v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly described as acquiring "reasoning" skills after reinforcement learning with verifiable rewards. However, whether these gains reflect genuine reasoning or more superfi