Victor Veitch

Let it Calm: Exploratory Annealed Decoding for Verifiable Reinforcement Learning

2025 · arXiv (Cornell University)

Reinforcement learning with verifiable rewards (RLVR) is a powerful paradigm for enhancing the reasoning capabilities of large language models (LLMs), yet its success hinges on effective exploration. An ideal exploration strategy must navigate two fundamental …