Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning

Yi Sui, Chaozhuo Li, Dawei Song

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 reason…