2025
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning
NeurIPS 2025poster
Recent models such as OpenAI o1 and DeepSeek-R1 have demonstrated strong performance on reasoning-intensive tasks by generating extended Chain-of-Thought (CoT) traces. While longer reasoning helps with thorough exploration of solution paths for complex problems, it also often leads to inefficient an…