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[2412. 19437] DeepSeek-V3 Technical Report - arXiv. org We present DeepSeek-V3, a strong Mixture-of-Experts (MoE) language model with 671B total parameters with 37B activated for each token To achieve efficient inference and cost-effective training, DeepSeek-V3 adopts Multi-head Latent Attention (MLA) and DeepSeekMoE architectures, which were thoroughly validated in DeepSeek-V2 Furthermore, DeepSeek-V3 pioneers an auxiliary-loss-free strategy for