ConSol: Sequential Probability Ratio Testing to Find Consistent LLM Reasoning Paths Efficiently

Jaeyeon Lee, Guantong Qi, Matthew Brady Neeley +2

Recent advancements in large language models (LLMs) integrating explicit reasoning, such as OpenAI's o3-mini, DeepSeek-R1, and QWQ-32B, enable smaller models to solve complex tasks…