DeepSeek: AI

DeepSeek-V3, a large-scale Mixture-of-Experts language model. Its design incorporates novel architectural features like Multi-Head Latent Attention and an auxiliary-loss-free load balancing strategy for efficient training using FP8 precision. The model was trained on a massive dataset (14.8 trillion tokens) at low cost, achieving state-of-the-art performance on various benchmarks, particularly in code and mathematics. Post-training techniques, including knowledge distillation, further enhanced its reasoning capabilities. Finally, the paper offers suggestions for improving future AI hardware designs.

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