Through the dynamic adjustment, DeepSeek-V3 keeps balanced expert load during training, and achieves better efficiency than models that encourage load steadiness by means of pure auxiliary losses. Because of the effective load balancing technique, DeepSeek-V3 keeps a superb load steadiness during its full coaching. Per Deepseek, their model stands out for its reasoning capabilities, achieved via progressive coaching methods resembling reinforcement learning.