Update readme (#13116)

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> - ***70+ models** have been optimized/verified on `ipex-llm` (e.g., Llama, Phi, Mistral, Mixtral, DeepSeek, Qwen, ChatGLM, 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 🔥
- [2025/04] We released `ipex-llm 2.2.0`, which includes [Ollama Portable Zip and llama.cpp Portable Zip](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.2.0).
- [2025/04] We released `ipex-llm 2.2.0`, which includes [Ollama Portable Zip](docs/mddocs/Quickstart/ollama_portable_zip_quickstart.md) and [llama.cpp Portable Zip](docs/mddocs/Quickstart/llamacpp_portable_zip_gpu_quickstart.md).
- [2025/03] We added support for **Gemma3** model in the latest [llama.cpp Portable Zip](https://github.com/intel/ipex-llm/issues/12963#issuecomment-2724032898).
- [2025/03] We can now run **DeepSeek-R1-671B-Q4_K_M** with 1 or 2 Arc A770 on Xeon using the latest [llama.cpp Portable Zip](docs/mddocs/Quickstart/llamacpp_portable_zip_gpu_quickstart.md#flashmoe-for-deepseek-v3r1).
- [2025/02] We added support of [llama.cpp Portable Zip](https://github.com/intel/ipex-llm/releases/tag/v2.2.0-nightly) for Intel **GPU** (both [Windows](docs/mddocs/Quickstart/llamacpp_portable_zip_gpu_quickstart.md#windows-quickstart) and [Linux](docs/mddocs/Quickstart/llamacpp_portable_zip_gpu_quickstart.md#linux-quickstart)) and **NPU** ([Windows](docs/mddocs/Quickstart/llama_cpp_npu_portable_zip_quickstart.md) only).
- [2025/02] We added support of [Ollama Portable Zip](https://github.com/intel/ipex-llm/releases/tag/v2.2.0-nightly) to directly run Ollama on Intel **GPU** for both [Windows](docs/mddocs/Quickstart/ollama_portable_zip_quickstart.md#windows-quickstart) and [Linux](docs/mddocs/Quickstart/ollama_portable_zip_quickstart.md#linux-quickstart) (***without the need of manual installations***).
- [2025/02] We added support of [llama.cpp Portable Zip](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.3.0-nightly) for Intel **GPU** (both [Windows](docs/mddocs/Quickstart/llamacpp_portable_zip_gpu_quickstart.md#windows-quickstart) and [Linux](docs/mddocs/Quickstart/llamacpp_portable_zip_gpu_quickstart.md#linux-quickstart)) and **NPU** ([Windows](docs/mddocs/Quickstart/llama_cpp_npu_portable_zip_quickstart.md) only).
- [2025/02] We added support of [Ollama Portable Zip](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.3.0-nightly) to directly run Ollama on Intel **GPU** for both [Windows](docs/mddocs/Quickstart/ollama_portable_zip_quickstart.md#windows-quickstart) and [Linux](docs/mddocs/Quickstart/ollama_portable_zip_quickstart.md#linux-quickstart) (***without the need of manual installations***).
- [2025/02] We added support for running [vLLM 0.6.6](docs/mddocs/DockerGuides/vllm_docker_quickstart.md) on Intel Arc GPUs.
- [2025/01] We added the guide for running `ipex-llm` on Intel Arc [B580](docs/mddocs/Quickstart/bmg_quickstart.md) GPU.
- [2025/01] We added support for running [Ollama 0.5.4](docs/mddocs/Quickstart/ollama_quickstart.md) on Intel GPU.

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>[!Important]
> You can now run **DeepSeek-R1-671B-Q4_K_M** with 1 or 2 Arc A770 on Xeon using the latest *llama.cpp Portable Zip*; see the [guide](#flashmoe-for-deepseek-v3r1) below.
This guide demonstrates how to use [llama.cpp portable zip](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.2.0) to directly run llama.cpp on Intel GPU with `ipex-llm` (without the need of manual installations).
This guide demonstrates how to use [llama.cpp portable zip](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.3.0-nightly) to directly run llama.cpp on Intel GPU with `ipex-llm` (without the need of manual installations).
> [!NOTE]
> llama.cpp portable zip has been verified on:
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### Step 1: Download and Unzip
Download IPEX-LLM llama.cpp portable zip for Windows users from the [link](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.2.0).
Download IPEX-LLM llama.cpp portable zip for Windows users from the [link](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.3.0-nightly).
Then, extract the zip file to a folder.
@ -126,7 +126,7 @@ Check your GPU driver version, and update it if needed; we recommend following [
### Step 1: Download and Extract
Download IPEX-LLM llama.cpp portable tgz for Linux users from the [link](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.2.0).
Download IPEX-LLM llama.cpp portable tgz for Linux users from the [link](https://github.com/ipex-llm/ipex-llm/releases/tag/v2.3.0-nightly).
Then, extract the tgz file to a folder.
@ -371,4 +371,4 @@ openssl cms -verify -in <portable-zip-or-tgz-file-name>.pkcs1.sig -inform DER -c
```
> [!NOTE]
> Please ensure that `openssl` is installed on your system before verifying signature.
> Please ensure that `openssl` is installed on your system before verifying signature.