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To achieve useful inference and cost-effective training, DeepSeek-V3 retreats into Multi-head Latent Attention (MLA) and DeepSeekMoE architectures, which have been thoroughly validated throughout DeepSeek-V2. Furthermore, DeepSeek-V3 pioneers an auxiliary-loss-free method for load handling and sets a multi-token prediction education objective for better performance. We pre-train DeepSeek-V3 on fourteen. 8 trillion diverse and high-quality bridal party,…