diff --git a/README.md b/README.md
index 04d705a..8cea0a9 100644
--- a/README.md
+++ b/README.md
@@ -68,10 +68,10 @@ For Windows and Mac users, please refer to the [SWI-Prolog Install Guide](https:
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/blob/Dev/examples/mnist_add)
-+ [Handwritten Formula](https://github.com/AbductiveLearning/ABLKit/blob/Dev/examples/hwf)
-+ [Handwritten Equation Decipherment](https://github.com/AbductiveLearning/ABLKit/tree/Dev/examples/hed)
-+ [Zoo](https://github.com/AbductiveLearning/ABLKit/tree/Dev/examples/zoo)
++ [MNIST Addition](https://github.com/AbductiveLearning/ABLKit/tree/main/examples/mnist_add)
++ [Handwritten Formula](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)
## Quick Start
diff --git a/docs/Examples/HED.rst b/docs/Examples/HED.rst
index 93444d9..619df4f 100644
--- a/docs/Examples/HED.rst
+++ b/docs/Examples/HED.rst
@@ -3,7 +3,7 @@ Handwritten Equation Decipherment (HED)
.. raw:: html
- For detailed code implementation, please view it on GitHub.
+ For detailed code implementation, please view it on GitHub.
Below shows an implementation of `Handwritten Equation
Decipherment `__.
diff --git a/docs/Examples/HWF.rst b/docs/Examples/HWF.rst
index e854d13..fb03964 100644
--- a/docs/Examples/HWF.rst
+++ b/docs/Examples/HWF.rst
@@ -3,7 +3,7 @@ Handwritten Formula (HWF)
.. raw:: html
- For detailed code implementation, please view it on GitHub.
+ For detailed code implementation, please view it on GitHub.
Below shows an implementation of `Handwritten
Formula `__. In this
diff --git a/docs/Examples/MNISTAdd.rst b/docs/Examples/MNISTAdd.rst
index f6a77c8..cd5f786 100644
--- a/docs/Examples/MNISTAdd.rst
+++ b/docs/Examples/MNISTAdd.rst
@@ -3,7 +3,7 @@ MNIST Addition
.. raw:: html
- For detailed code implementation, please view it on GitHub.
+ For detailed code implementation, please view it on GitHub.
Below shows an implementation of `MNIST
Addition `__. In this task, pairs of
diff --git a/docs/Examples/Zoo.rst b/docs/Examples/Zoo.rst
index f5dcdec..83939e9 100644
--- a/docs/Examples/Zoo.rst
+++ b/docs/Examples/Zoo.rst
@@ -3,7 +3,7 @@ Zoo
.. raw:: html
- For detailed code implementation, please view it on GitHub.
+ For detailed code implementation, please view it on GitHub.
Below shows an implementation of
`Zoo `__ dataset. In this task,