fix quickstart docs (#10676)

docs/readthedocs/source/doc/LLM/Quickstart/chatchat_quickstart.md

@@ -32,9 +32,9 @@ See the Langchain-Chatchat architecture below ([source](https://github.com/chatc
 
  Follow the guide that corresponds to your specific system and GPU type from the links provided below:
 
-- For systems with Intel Core Ultra integrated GPU: [Windows Guide](./INSTALL_win_mtl.md)
-- For systems with Intel Arc A-Series GPU: [Windows Guide](./INSTALL_windows_arc.md) | [Linux Guide](./INSTALL_linux_arc.md)
-- For systems with Intel Data Center Max Series GPU: [Linux Guide](./INSTALL_linux_max.md)
+- For systems with Intel Core Ultra integrated GPU: [Windows Guide](https://github.com/intel-analytics/Langchain-Chatchat/blob/ipex-llm/INSTALL_win_mtl.md)
+- For systems with Intel Arc A-Series GPU: [Windows Guide](https://github.com/intel-analytics/Langchain-Chatchat/blob/ipex-llm/INSTALL_windows_arc.md) | [Linux Guide](https://github.com/intel-analytics/Langchain-Chatchat/blob/ipex-llm/INSTALL_linux_arc.md)
+- For systems with Intel Data Center Max Series GPU: [Linux Guide](https://github.com/intel-analytics/Langchain-Chatchat/blob/ipex-llm/INSTALL_linux_max.md)
 
 
 ### How to use RAG

docs/readthedocs/source/doc/LLM/Quickstart/continue_quickstart.md

@@ -59,7 +59,7 @@ Follow the steps in [Model Download](https://ipex-llm.readthedocs.io/en/latest/d
 ```eval_rst
 .. note::
 
-  If you don't need to use the API service anymore, you can follow the instructions in [Exit WebUI](https://ipex-llm.readthedocs.io/en/latest/doc/LLM/Quickstart/webui_quickstart.html#exit-the-webui) to stop the service.  
+  If you don't need to use the API service anymore, you can follow the instructions in refer to `Exit WebUI <https://ipex-llm.readthedocs.io/en/latest/doc/LLM/Quickstart/webui_quickstart.html#exit-the-webui>`_  to stop the service.  
 ```
 
 
@@ -104,7 +104,7 @@ In `config.json`, you'll find the `models` property, a list of the models that y
 }
 ```
 
-### 5. How to Use Continue
+### 5. How to Use `Continue`
 For detailed tutorials please refer to [this link](https://continue.dev/docs/how-to-use-continue). Here we are only showing the most common scenarios.
 
 #### Ask about highlighted code or an entire file

docs/readthedocs/source/doc/LLM/Quickstart/webui_quickstart.md

@@ -55,7 +55,7 @@ Configure oneAPI variables by running the following command in **Anaconda Prompt
 ```eval_rst
 .. note::
    
-   For more details about runtime configurations, `refer to this guide <https://ipex-llm.readthedocs.io/en/latest/doc/LLM/Overview/install_gpu.html#runtime-configuration>`_ 
+   For more details about runtime configurations, refer to `this guide <https://ipex-llm.readthedocs.io/en/latest/doc/LLM/Overview/install_gpu.html#runtime-configuration>`_ 
 ```
 
 ```cmd