Iterative refinement with simpler architecture outperforms complex single-shot approaches for theorem proving, reducing cost while improving sample...
Researchers built a simplified AI system that proves mathematical theorems by iteratively refining attempts, searching libraries, and managing context. Despite being much simpler than existing approaches, it performs competitively while being cheaper and more efficient—showing that iterative refinement beats trying to solve everything in one shot.