RISE (Reasoning via Iterative Self-Exploration)

A proposed direction for automating the training signal after GRPO, in which the model learns by iteratively simulating, verifying, and exploring its own reasoning paths at test time. It aims to eliminate the external human judge, replacing it with self-assessment and iterative correction of reasoning (ca. 2026).