New research introduces Ctrl-R, a framework to systematically discover and reinforce diverse reasoning patterns in LLMs. The approach uses structured reasoning and targeted exploration to overcome sparse reasoning trajectories in unconstrained sampling and standard RL failures. This could lead to more robust and controllable LLM reasoning capabilities.
Opening Kapyn…