diff --git a/.github/workflows/build-and-test.yaml b/.github/workflows/build-and-test.yaml
index 5e986fc..55be899 100644
--- a/.github/workflows/build-and-test.yaml
+++ b/.github/workflows/build-and-test.yaml
@@ -1,4 +1,4 @@
-name: ABLKit-CI
+name: ABLkit-CI
 
 on:
   push:
diff --git a/README.md b/README.md
index 24c95bc..35a41fd 100644
--- a/README.md
+++ b/README.md
@@ -1,21 +1,21 @@
 <div align="center">
 
 <p align="center">
-<img src="./docs/_static/img/logo.png" alt="ABLKit logo" style="width: 35%;"/>
+<img src="./docs/_static/img/logo.png" alt="ABLkit logo" style="width: 35%;"/>
 </p>
 <br>
 
 [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ablkit)](https://pypi.org/project/ablkit/)
 [![PyPI version](https://badgen.net/pypi/v/ablkit)](https://pypi.org/project/ablkit/)
 [![Documentation Status](https://readthedocs.org/projects/ablkit/badge/?version=latest)](https://ablkit.readthedocs.io/en/latest/?badge=latest)
-[![license](https://img.shields.io/github/license/mashape/apistatus.svg?maxAge=2592000)](https://github.com/AbductiveLearning/ABLKit/blob/main/LICENSE)
-[![flake8 Lint](https://github.com/AbductiveLearning/ABLKit/actions/workflows/lint.yaml/badge.svg)](https://github.com/AbductiveLearning/ABLKit/actions/workflows/lint.yaml)
+[![license](https://img.shields.io/github/license/mashape/apistatus.svg?maxAge=2592000)](https://github.com/AbductiveLearning/ABLkit/blob/main/LICENSE)
+[![flake8 Lint](https://github.com/AbductiveLearning/ABLkit/actions/workflows/lint.yaml/badge.svg)](https://github.com/AbductiveLearning/ABLkit/actions/workflows/lint.yaml)
 [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
-[![ABLKit-CI](https://github.com/AbductiveLearning/ABLKit/actions/workflows/build-and-test.yaml/badge.svg)](https://github.com/AbductiveLearning/ABLKit/actions/workflows/build-and-test.yaml)
+[![ABLkit-CI](https://github.com/AbductiveLearning/ABLkit/actions/workflows/build-and-test.yaml/badge.svg)](https://github.com/AbductiveLearning/ABLkit/actions/workflows/build-and-test.yaml)
 
 [📘Documentation](https://ablkit.readthedocs.io/en/latest/index.html) |
-[📚Examples](https://github.com/AbductiveLearning/ABLKit/tree/main/examples) |
-[💬Reporting Issues](https://github.com/AbductiveLearning/ABLKit/issues/new)
+[📚Examples](https://github.com/AbductiveLearning/ABLkit/tree/main/examples) |
+[💬Reporting Issues](https://github.com/AbductiveLearning/ABLkit/issues/new)
 
 </div>
 
@@ -41,7 +41,7 @@ an efficient and convenient toolkit to develop dual-driven ABL systems,
 which leverage the power of both data and knowledge.
 
 <p align="center">
-<img src="./docs/_static/img/ABLKit.png" alt="ABL kit" style="width: 80%;"/>
+<img src="./docs/_static/img/ABLkit.png" alt="ABL kit" style="width: 80%;"/>
 </p>
 
 ## Installation
@@ -59,8 +59,8 @@ pip install ablkit
 Alternatively, to install from source code, sequentially run following commands in your terminal/command line.
 
 ```bash
-git clone https://github.com/AbductiveLearning/ABLKit.git
-cd ABLKit
+git clone https://github.com/AbductiveLearning/ABLkit.git
+cd ABLkit
 pip install -v -e .
 ```
 
@@ -205,10 +205,10 @@ To explore detailed tutorials and information, please refer to - [document](http
 
 We provide several examples in `examples/`. Each example is stored in a separate folder containing a README file.
 
-+ [MNIST Addition](https://github.com/AbductiveLearning/ABLKit/tree/main/examples/mnist_add)
-+ [Handwritten Formula (HWF)](https://github.com/AbductiveLearning/ABLKit/tree/main/examples/hwf)
-+ [Handwritten Equation Decipherment](https://github.com/AbductiveLearning/ABLKit/tree/main/examples/hed)
-+ [Zoo](https://github.com/AbductiveLearning/ABLKit/tree/main/examples/zoo)
++ [MNIST Addition](https://github.com/AbductiveLearning/ABLkit/tree/main/examples/mnist_add)
++ [Handwritten Formula (HWF)](https://github.com/AbductiveLearning/ABLkit/tree/main/examples/hwf)
++ [Handwritten Equation Decipherment](https://github.com/AbductiveLearning/ABLkit/tree/main/examples/hed)
++ [Zoo](https://github.com/AbductiveLearning/ABLkit/tree/main/examples/zoo)
 
 ## References
 
diff --git a/docs/Examples/HED.rst b/docs/Examples/HED.rst
index 962c0cd..d8fbed0 100644
--- a/docs/Examples/HED.rst
+++ b/docs/Examples/HED.rst
@@ -3,7 +3,7 @@ Handwritten Equation Decipherment (HED)
 
 .. raw:: html
     
-    <p>For detailed code implementation, please view it on <a class="reference external" href="https://github.com/AbductiveLearning/ABLKit/tree/main/examples/hed" target="_blank">GitHub</a>.</p>
+    <p>For detailed code implementation, please view it on <a class="reference external" href="https://github.com/AbductiveLearning/ABLkit/tree/main/examples/hed" target="_blank">GitHub</a>.</p>
 
 Below shows an implementation of `Handwritten Equation
 Decipherment <https://proceedings.neurips.cc/paper_files/paper/2019/file/9c19a2aa1d84e04b0bd4bc888792bd1e-Paper.pdf>`__.
diff --git a/docs/Examples/HWF.rst b/docs/Examples/HWF.rst
index 40d1b16..75616c5 100644
--- a/docs/Examples/HWF.rst
+++ b/docs/Examples/HWF.rst
@@ -3,7 +3,7 @@ Handwritten Formula (HWF)
 
 .. raw:: html
     
-    <p>For detailed code implementation, please view it on <a class="reference external" href="https://github.com/AbductiveLearning/ABLKit/tree/main/examples/hwf" target="_blank">GitHub</a>.</p>
+    <p>For detailed code implementation, please view it on <a class="reference external" href="https://github.com/AbductiveLearning/ABLkit/tree/main/examples/hwf" target="_blank">GitHub</a>.</p>
 
 Below shows an implementation of `Handwritten
 Formula <https://arxiv.org/abs/2006.06649>`__. In this
diff --git a/docs/Examples/MNISTAdd.rst b/docs/Examples/MNISTAdd.rst
index f652df2..3127139 100644
--- a/docs/Examples/MNISTAdd.rst
+++ b/docs/Examples/MNISTAdd.rst
@@ -3,7 +3,7 @@ MNIST Addition
 
 .. raw:: html
     
-    <p>For detailed code implementation, please view it on <a class="reference external" href="https://github.com/AbductiveLearning/ABLKit/tree/main/examples/mnist_add" target="_blank">GitHub</a>.</p>
+    <p>For detailed code implementation, please view it on <a class="reference external" href="https://github.com/AbductiveLearning/ABLkit/tree/main/examples/mnist_add" target="_blank">GitHub</a>.</p>
 
 Below shows an implementation of `MNIST
 Addition <https://arxiv.org/abs/1805.10872>`__. In this task, pairs of
diff --git a/docs/Examples/Zoo.rst b/docs/Examples/Zoo.rst
index be33664..33b54ec 100644
--- a/docs/Examples/Zoo.rst
+++ b/docs/Examples/Zoo.rst
@@ -3,7 +3,7 @@ Zoo
 
 .. raw:: html
     
-    <p>For detailed code implementation, please view it on <a class="reference external" href="https://github.com/AbductiveLearning/ABLKit/tree/main/examples/zoo" target="_blank">GitHub</a>.</p>
+    <p>For detailed code implementation, please view it on <a class="reference external" href="https://github.com/AbductiveLearning/ABLkit/tree/main/examples/zoo" target="_blank">GitHub</a>.</p>
 
 Below shows an implementation of
 `Zoo <https://archive.ics.uci.edu/dataset/111/zoo>`__ dataset. In this task,
diff --git a/docs/Overview/Installation.rst b/docs/Overview/Installation.rst
index c9b26aa..123e1f7 100644
--- a/docs/Overview/Installation.rst
+++ b/docs/Overview/Installation.rst
@@ -18,8 +18,8 @@ sequentially run following commands in your terminal/command line.
 
 .. code:: bash
 
-    git clone https://github.com/AbductiveLearning/ABLKit.git
-    cd ABLKit
+    git clone https://github.com/AbductiveLearning/ABLkit.git
+    cd ABLkit
     pip install -v -e .
 
 (Optional) Install SWI-Prolog
diff --git a/docs/README.rst b/docs/README.rst
index 107677b..103885e 100644
--- a/docs/README.rst
+++ b/docs/README.rst
@@ -18,7 +18,7 @@ ABL kit encapsulates advanced ABL techniques, providing users with
 an efficient and convenient toolkit to develop dual-driven ABL systems,
 which leverage the power of both data and knowledge.
 
-.. image:: _static/img/ABLKit.png
+.. image:: _static/img/ABLkit.png
 
 Installation
 ------------
@@ -40,8 +40,8 @@ sequentially run following commands in your terminal/command line.
 
 .. code:: bash
 
-    git clone https://github.com/AbductiveLearning/ABLKit.git
-    cd ABLKit
+    git clone https://github.com/AbductiveLearning/ABLkit.git
+    cd ABLkit
     pip install -v -e .
 
 (Optional) Install SWI-Prolog
diff --git a/pyproject.toml b/pyproject.toml
index 86e2949..fcf9bd6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,8 +40,8 @@ dependencies = [
 ]
 
 [project.urls]
-Homepage = "https://github.com/AbductiveLearning/ABLKit"
-Issues = "https://github.com/AbductiveLearning/ABLKit/issues"
+Homepage = "https://github.com/AbductiveLearning/ABLkit"
+Issues = "https://github.com/AbductiveLearning/ABLkit/issues"
 
 [project.optional-dependencies]
 test = [