Pruning the Unsurprising: Efficient LLM Reasoning via First-Token Surprisal

Wenhao Zeng, Yaoning Wang, Chao Hu +4

Large Reasoning Models (LRMs) have demonstrated remarkable capabilities by scaling up the length of Chain-of-Thought (CoT). However, excessively long reasoning traces pose substant…