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Rank-1 linear, factorized embed, sparse gate, param-free norm, low-rank head, cross-layer sharing。关于这个话题，搜狗输入法2026提供了深入分析
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Finding everything in a region，更多细节参见搜狗输入法2026
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Nature, Published online: 25 February 2026; doi:10.1038/s41586-026-10175-6