Microsoft Corp. today released the code for Phi-4, a small language model that can generate text and solve math problems.

Phi-4 demonstrates that smaller, well-designed models can achieve comparable or superior results compared with larger models.

This notebook will give an introduction to the Hugging Face Transformers Python library and some common patterns that you can use to take advantage of it. It is most useful for using or fine-tuning ...

Microsoft has released the code for Phi-4, a small language model that can generate text and solve mathematical problems.

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This example starts up a FastAPI server which runs the Hugging Face Transformers. This example runs an embedding model on the CPU which works great with railway as resources can scale per requests.

Phi-4, which has outperformed larger competitors in reasoning tasks, is now freely available under an MIT License.

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