Cheng Yi, a PhD student from the Hong Kong Polytechnic University, embarked on her ten-month research journey at Microsoft ...

LRM has developed a powerful CoT reasoning ability through a simple yet effective RLVR paradigm. However, the lengthy output associated with it significantly increases reasoning costs and impacts ...