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Artificial IntelligenceRank #3 · 2026-W30

DeepSeek-V3 Technical Report

arXiv:2412.19437

DeepSeek-AI

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A 671B-parameter Mixture-of-Experts model that activates only 37B parameters per token — and explains how MLA and load balancing make that practical.

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DeepSeek-V3 is a strong Mixture-of-Experts language model with 671B total parameters and 37B activated per token. We describe Multi-head Latent Attention, an auxiliary-loss-free load balancing strategy, and multi-token prediction training objectives that improve efficiency and quality.