Evolving in Thought Space: Training a Small Model at Test Time Unlocks Better Discoveries.

arXiv:2610.06269v2 Announce Type: replace Abstract: Open-ended scientific discovery often requires repeatedly proposing and evaluating candidate solutions. LLM-based systems can support this process by generating and refining executable solutions from verifier