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，更多细节参见搜狗输入法2026
第三十四条 组织、领导传销活动的，处十日以上十五日以下拘留；情节较轻的，处五日以上十日以下拘留。。safew官方版本下载是该领域的重要参考
Factorized embed, rotation Q (2 angles), tied embed+V dir, rank-1 MLP, parabolic head, sinusoidal PE (period 11)