This paper is wild - a Stanford team shows the simplest way to make an open LLM into a reasoning model

They used just 1,000 carefully curated reasoning examples & a trick where if the model tries to stop thinking, they append "Wait" to force it to continue. Near o1 at math. arxiv.org/pdf/2501.19393