Seems interesting to let the LLMs design their own reasoning traces instead of being constrained by human labelers. I could imagine some self consistency approaches to find common high-quality reasoning traces.

Seems like a bitter lesson moment for reasoning traces.

PDF of the Paper - https://arxiv.org/pdf/2509.06160