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 # llama-3.1-instruct-ov
 
-<!-- Provide a quick summary of what the model is/does. -->
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-**llama-3.1-instruct-ov-ov** is an OpenVino int4 quantized version of Llama 3.1 Instruct, providing a very fast, very small inference implementation, optimized for AI PCs using Intel GPU, CPU and NPU.    
+**llama-3.1-instruct-ov-ov** is an OpenVino int4 quantized version of Llama 3.1 Instruct, providing a very fast inference implementation, optimized for AI PCs using Intel GPU, CPU and NPU.    
 
 [**llama-3.1-instruct**](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) is a leading open source general foundation model from Meta. 
 
-Get started right away with [OpenVino](https://github.com/openvinotoolkit/openvino) 
-
-Looking for AI PC solutions and demos, contact us at [llmware](https://www.llmware.ai)    
-
 
 ### Model Description
 
 - **Developed by:** meta-llama
+- **Quantized by:** llmware
 - **Model type:** llama-3.1 
 - **Parameters:** 8 billion
 - **Model Parent:** meta-llama/Meta-Llama-3.1-8B-Instruct