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Zhi-Shuai Liu

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#artificial intelligence Preprint Sep 2026

Extremely Sparse Supervision Incentivizes Reasoning Ability

Overall, the results challenge the assumption that effective post-training must be token-intensive and point to a new direction for understanding and designing more efficient post-training algorithms.

Zhi-Shuai Liu, Xingzi Xu, Mehmet Saygin Seyfioglu et al. · 6 citations

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