Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning
arXiv:2604.09150v1 Announce Type: new
Abstract: Large Reasoning Models (LRMs) achieve strong performance on complex tasks by leveraging long Chain-of-Thought (CoT), but often suffer from overthinking, leading to excessive reasoning steps and high infe…