#Nemotron

'NVIDIA's Reinforcement Learning Pretraining (RLP) injects dense, position-wise reinforcement into pretraining by rewarding chains-of-thought for information gain, improving reasoning and data efficiency across architectures.'

ProRLv2 scales RL training to 3,000 steps and combines regularization and exploration techniques to expand reasoning capabilities in compact LLMs, showing strong benchmark gains across math, coding, logic and STEM tasks.