New paper: a structured ladder for scaling large reasoning models beyond human supervision

Zhiqin Yang · hf · 2026-09-01

A newly posted paper on Hugging Face, "Scaling Large Reasoning Models beyond Human Supervision: A Path toward Superintelligence," proposes a structured ladder for scaling large reasoning models (LRMs) beyond human supervision: relying on autonomous rewards and self-generated experience to keep driving model improvement. The paper also systematically identifies the risks along this path and lays out evaluation dimensions, offering a framework roadmap for post-human-supervision scaling.

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