Update B580 Doc (#12678)

README.md

@@ -15,7 +15,7 @@
 > - ***70+ models** have been optimized/verified on `ipex-llm` (e.g., Llama, Phi, Mistral, Mixtral, Whisper, Qwen, MiniCPM, Qwen-VL, MiniCPM-V and more), with state-of-art **LLM optimizations**, **XPU acceleration** and **low-bit (FP8/FP6/FP4/INT4) support**; see the complete list [here](#verified-models).*
 
 ## Latest Update 🔥 
-- [2025/01] We add the guide for running `ipex-llm` on Intel Arc [B580](docs/mddocs/Quickstart/bmg_quickstart.md) GPU
+- [2025/01] We added the guide for running `ipex-llm` on Intel Arc [B580](docs/mddocs/Quickstart/bmg_quickstart.md) GPU
 - [2024/12] We added support for running [Ollama 0.4.6](docs/mddocs/Quickstart/ollama_quickstart.md) on Intel GPU.
 - [2024/12] We added both ***Python*** and ***C++*** support for Intel Core Ultra [NPU](docs/mddocs/Quickstart/npu_quickstart.md) (including 100H, 200V and 200K series).
 - [2024/11] We added support for running [vLLM 0.6.2](docs/mddocs/DockerGuides/vllm_docker_quickstart.md) on Intel Arc GPUs.

docs/mddocs/Quickstart/bmg_quickstart.md

@@ -1,6 +1,6 @@
-# Quickstart: Install and Use IPEX-LLM on Intel Arc B-Series GPU (code-named Battlemage)
+# Install and Use IPEX-LLM on Intel Arc B-Series GPU (code-named Battlemage)
 
-This guide demonstrates how to install and use IPEX-LLM on the Intel Arc B-Series GPU (code-named Battlemage). It covers both **Linux** and **Windows** operating systems.
+This guide demonstrates how to install and use IPEX-LLM on the Intel Arc B-Series GPU (such as **B580**). 
 
 > [!NOTE]  
 > Ensure your GPU driver and software environment meet the prerequisites before proceeding.

docs/mddocs/Quickstart/install_linux_gpu.md

@@ -6,7 +6,10 @@
 This guide demonstrates how to install IPEX-LLM on Linux with Intel GPUs. It applies to Intel Data Center GPU Flex Series and Max Series, as well as Intel Arc Series GPU and Intel iGPU. 
 
 > [!NOTE]
-> For Windows installation, please refer to this [guide](./install_windows_gpu.md).
+> For installation on Intel Arc B-Series GPU (such as **B580**), please refer to this [guide](./bmg_quickstart.md).
+
+> [!NOTE]
+> For **Windows** installation, please refer to this [guide](./install_windows_gpu.md).
 
 IPEX-LLM recommends to use the Ubuntu 22.04 operating system with Linux kernel 6.2 or 6.5. This page demonstrates IPEX-LLM with PyTorch 2.1. Check the [Installation](../Overview/install_gpu.md#linux) page for more details.
 

docs/mddocs/Quickstart/install_windows_gpu.md

@@ -6,7 +6,10 @@
 This guide demonstrates how to install IPEX-LLM on Windows with Intel GPUs. 
 
 > [!NOTE]
-> For Linux installation, please refer to this [guide](./install_linux_gpu.md).
+> For installation on Intel Arc B-Series GPU (such as **B580**), please refer to this [guide](./bmg_quickstart.md).
+
+> [!NOTE]
+> For **Linux** installation, please refer to this [guide](./install_linux_gpu.md).
 
 It applies to Intel Core Ultra and Core 11 - 14 gen integrated GPUs (iGPUs), as well as Intel Arc Series GPU.