<ul><li>Advancing LLM reasoning skills has captivated wide interest.</li><li>Current post-training techniques rely on supervisory signals, which face scalability and high annotation costs.</li><li>Genius is a generalizable and purely unsupervised self-training framework for enhancing LLM reasoning.</li><li>It introduces stepwise foresight re-sampling and advantage-calibrated optimization to optimize LLM without external supervision.</li></ul>

Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning

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