Teaching LLMs to Self-Evolve: Cultivating Core Meta-Skills with Reinforcement Learning.

arXiv:2607.21971v2 Announce Type: replace-cross Abstract: Test-time scaling through iterative self-evolution with environment feedback, as demonstrated by AlphaEvolve, shows remarkable performance gains. We hypothesize that the success of such evolution framew