Design the Feedback, Not Just the Reward: Environments for Open-Ended Reinforcement Learning.

arXiv:2608.27906v4 Announce Type: replace Abstract: Reinforcement learning has advanced large language models on tasks with reliable verifiers, where checking an outcome provides a clear basis for reward. Extending this approach to open-ended tasks requires en