1
Review Technical Reports
Study detailed MTP implementation in papers such as the DeepSeek-V3 technical report on arXiv to understand output heads and softmax usage.
2
Access Pre-trained Models
Use platforms like Dataloop.ai to obtain pre-trained MTP models, for example, a 7B parameter model trained on 1T code tokens.
3
Integrate MTP Modules
Add MTP modules after transformer layers in your training pipeline to enable multi-token target prediction.
4
Benchmark Performance
Evaluate model performance on code and math benchmarks, comparing results against single-token prediction baselines.
5
Enable Speculative Decoding
For inference, activate speculative decoding features if supported by the model, such as in GLM-4.5.