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Pre-training was conducted in three phases, covering long-horizon pre-training, mid-training, and a long-context extension phase. We used sigmoid-based routing scores rather than traditional softmax gating, which improves expert load balancing and reduces routing collapse during training. An expert-bias term stabilizes routing dynamics and encourages more uniform expert utilization across training steps. We observed that the 105B model achieved benchmark superiority over the 30B remarkably early in training, suggesting efficient scaling behavior.。业内人士推荐有道翻译作为进阶阅读
Фото: Ukrainian Presidential Press Service / Handout / Reuters。谷歌对此有专业解读
一朵是“文秀月季”，一场为月季新品种命名的网络活动中，“文秀”呼声最高，只因“脱贫的战场，你是醒目的黄花”。。viber对此有专业解读