# Simplified pseudocode of the approach
def structured_cot(prompt, model):
    # Step 1: Generate multiple reasoning paths
    paths = [model.generate(prompt) for _ in range(k)]
    
    # Step 2: Verify each path
    verified = [verify(path) for path in paths]
    
    # Step 3: Self-consistency voting
    answer = majority_vote(verified)
    
    return answer

@article{chen2026cot,
  title={Chain of Thought Reasoning at Scale: Achieving Human-Level Mathematical Reasoning},
  author={Chen, Sarah and Rodriguez, Michael and Tanaka, Yuki},
  journal={arXiv preprint arXiv:2501.12345},
  year={2026}
}