Update README.md

README.md

@@ -22,9 +22,9 @@ tags:
 
 # meta-llama/Llama-3.1-8B
 - ## Introduction
-  This model was created by applying [Quark](https://quark.docs.amd.com/latest/index.html) with calibration samples from Pile dataset, and applying [onnxruntime-genai model builder](https://github.com/microsoft/onnxruntime-genai/tree/main/src/python/py/models) to convert to ONNX.
+  This model was created using Quark Quantization, followed by OGA Model Builder, and finalized with post-processing for NPU deployment.
 - ## Quantization Strategy
-  - AWQ / Group 128 / Asymmetric / FP32 activations
+  - AWQ / Group 128 / Asymmetric / BF16 activations
 - ## Quick Start
 For quickstart, refer to AMD [RyzenAI-SW-EA](https://account.amd.com/en/member/ryzenai-sw-ea.html)