DiffAdapt: Difficulty-Adaptive Reasoning for Token-Efficient LLM Inference
arXiv:2510.19669v4 Announce Type: replace
Abstract: Recent reasoning Large Language Models (LLMs) demonstrate remarkable problem-solving abilities but often generate long thinking traces whose utility is unclear. Our work aims to improve their efficie…