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Xinyi Zhang

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Open access Aug 2026

ATAC: Anchor-tail aware context parallelism for LLM training

This work proposes ATAC, an anchor-tail aware framework for jointly optimizing packed-document construction and context-parallel sharding in large language model training and demonstrates that input-structure-aware co-design of packing and context parallelism is an effective approach to improving calibrated pipeline-le...

Zhengyu Liu, Shuai-Kang Hou, Yan-Zhao Gao et al. · 0 citations

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