DeepSeek-V3: High-Performance Open Architecture for 2025

DeepSeek-V3 Technical Overview

DeepSeek-V3 represents a substantial leap in open-weight language models, achieving state-of-the-art performance on code generation and mathematical reasoning.

Multi-Head Latent Attention (MLA)

MLA dramatically compresses key-value cache size during inference while maintaining expressive power.

DeepSeekMoE Architecture

By routing tokens to specialized experts without auxiliary loss overhead, DeepSeek-V3 balances computational load across GPUs efficiently.