ORION: Teaching Language Models to Reason Efficiently in the Language of Thought

Kumar Tanmay, Kriti Aggarwal, Paul Pu Liang +1

Large Reasoning Models (LRMs) achieve strong performance in mathematics, code generation, and task planning, but their reliance on long chains of verbose "thinking" tokens leads to…