diff --git a/README.md b/README.md
index 5fbad1d0434..2b935164ca6 100644
--- a/README.md
+++ b/README.md
@@ -5,12 +5,12 @@ Intel® Neural Compressor
 <h3> An open-source Python library supporting popular model compression techniques on all mainstream deep learning frameworks (TensorFlow, PyTorch, ONNX Runtime, and MXNet)</h3>
 
 [![python](https://img.shields.io/badge/python-3.8%2B-blue)](https://github.com/intel/neural-compressor)
-[![version](https://img.shields.io/badge/release-2.6-green)](https://github.com/intel/neural-compressor/releases)
+[![version](https://img.shields.io/badge/release-3.0-green)](https://github.com/intel/neural-compressor/releases)
 [![license](https://img.shields.io/badge/license-Apache%202-blue)](https://github.com/intel/neural-compressor/blob/master/LICENSE)
 [![coverage](https://img.shields.io/badge/coverage-85%25-green)](https://github.com/intel/neural-compressor)
 [![Downloads](https://static.pepy.tech/personalized-badge/neural-compressor?period=total&units=international_system&left_color=grey&right_color=green&left_text=downloads)](https://pepy.tech/project/neural-compressor)
 
-[Architecture](./docs/source/design.md#architecture)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Workflow](./docs/source/design.md#workflow)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[LLMs Recipes](./docs/source/llm_recipes.md)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Results](./docs/source/validated_model_list.md)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Documentations](https://intel.github.io/neural-compressor)
+[Architecture](./docs/source/3x/design.md#architecture)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Workflow](./docs/source/3x/design.md#workflows)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[LLMs Recipes](./docs/source/llm_recipes.md)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Results](./docs/source/validated_model_list.md)&nbsp;&nbsp;&nbsp;|&nbsp;&nbsp;&nbsp;[Documentations](https://intel.github.io/neural-compressor)
 
 ---
 <div align="left">
@@ -28,7 +28,7 @@ support AMD CPU, ARM CPU, and NVidia GPU through ONNX Runtime with limited testi
 
 ## What's New
 * [2024/07] From 3.0 release, framework extension API is recommended to be used for quantization.
-* [2024/07] Performance optimizations and usability improvements on [client-side](https://github.com/intel/neural-compressor/blob/master/docs/source/3x/client_quant.md).
+* [2024/07] Performance optimizations and usability improvements on [client-side](./docs/source/3x/client_quant.md).
 
 ## Installation
 ### Install Framework
@@ -140,7 +140,7 @@ quantized_model = fit(model=float_model, conf=static_quant_conf, calib_dataloade
   <tbody>
     <tr>
       <td colspan="2" align="center"><a href="./docs/source/3x/design.md#architecture">Architecture</a></td>
-      <td colspan="2" align="center"><a href="./docs/source/3x/design.md#workflow">Workflow</a></td>
+      <td colspan="2" align="center"><a href="./docs/source/3x/design.md#workflows">Workflow</a></td>
       <td colspan="2" align="center"><a href="https://intel.github.io/neural-compressor/latest/docs/source/api-doc/apis.html">APIs</a></td>
       <td colspan="1" align="center"><a href="./docs/source/3x/llm_recipes.md">LLMs Recipes</a></td>
       <td colspan="1" align="center">Examples</td>