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<title>Taming Sparse Rollout</title>
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<title>Sparrow Webpage</title>
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<meta name="description" content="Project page for Taming Sparse Rollout: Understanding Stability in RL for Large Language Models with Sparse Attention.">
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<section id="top" class="hero-inner">
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<p class="eyebrow">Sparse rollout with Optimal Stability Efficiency Tradeoff for RLVR</p>
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<p class="eyebrow">Sparse Rollout for Stable and Efficient Long-context RL for Large Language Models</p>
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<h2 class="hero-title">
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<span>Taming Sparse Rollout: Understanding Stability in RL for Large Language Models with Sparse Attention</span>
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<span>
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Sparrow: <u>Spar</u>se <u>Roll</u>out for Stable and Efficient Long-context RL of Large Language Models
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<p class="authors">Yang Zhou, Ranajoy Sadhukhan, Zhaofeng Sun, Zhuoming Chen, Souvik Kundu, Saket Dingliwal, Sai Muralidhar Jayanthi, Aram Galstyan, Haizhong Zheng, Beidi Chen</p>
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<p class="affiliation">Carnegie Mellon University, Independent Researcher, Intel, Amazon</p>

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