# References

Primary and implementation sources used by these notes:

1. DeepSeek-AI. **DeepSeek-V3 Technical Report**. arXiv:2412.19437.  
   <https://arxiv.org/abs/2412.19437>

2. DeepSeek-AI. **DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model**. arXiv:2405.04434.  
   <https://arxiv.org/abs/2405.04434>

3. Dai et al. **DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models**. arXiv:2401.06066.  
   <https://arxiv.org/abs/2401.06066>

4. DeepSeek-AI. **DeepSeek-V3 official repository**.  
   <https://github.com/deepseek-ai/DeepSeek-V3>

5. DeepSeek-AI. **DeepSeek-V3 inference model implementation**.  
   <https://github.com/deepseek-ai/DeepSeek-V3/blob/main/inference/model.py>

6. DeepSeek-AI. **DeepSeek-MoE official repository**.  
   <https://github.com/deepseek-ai/DeepSeek-MoE>