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News/Extremely Sparse Supervision Incentivizes Reasoning Ability
arxiv
PublishedSeptember 7, 2026 at 4:00 AM
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Extremely Sparse Supervision Incentivizes Reasoning Ability

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Publisher summary· verbatim

arXiv:2609.04565v1 Announce Type: new Abstract: Large language models demonstrate increasingly strong reasoning capabilities through effective post-training. Yet, prevailing post-training methods optimize over massive numbers of tokens, implicitly assuming that effective learning must be token-inten

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