A recent study suggests that through special training, language models can partially achieve more efficient multi-step reasoning capabilities. This ability is similar to the "System 2 reasoning" described by psychologist Daniel Kahneman, which is a slow and conscious way of processing information. Researchers at Meta have developed a new method that "refines" the computationally intensive multi-step reasoning process into parameters of a language model. The results show that in some cases, model