diff --git a/src/main/python/[SYSTEMDS-3191] Entity Resolution for Plagiarism Detection/README.md b/src/main/python/[SYSTEMDS-3191] Entity Resolution for Plagiarism Detection/README.md
index eb5bf437fd9..33f7ca17aa4 100644
--- a/src/main/python/[SYSTEMDS-3191] Entity Resolution for Plagiarism Detection/README.md	
+++ b/src/main/python/[SYSTEMDS-3191] Entity Resolution for Plagiarism Detection/README.md	
@@ -1,34 +1,38 @@
 # CASS Parsing and AST Representation
 
-This repository implements a CASS (Context Aware Semantics Structure) parser and visitor-based AST generator using ANTLR4. It consists of the following key components:
+This repository implements a CASS (Context Aware Semantics Structure) parser using ANTLR4. It consists of the following key components:
 
 - **`CASS.g4`**: Defines the grammar for parsing C-like syntax using ANTLR4.
-- **`MyCASSVisitor.py`**: Implements a visitor pattern to traverse the parse tree and generate an AST.
+- **`MyCASSVisitor.py`**: Implements a visitor pattern to generate and traverse the parse tree.
 - **`DriverCASS.py`**: Acts as the main entry point for parsing and processing CASS input.
-- **`CASSNode.py`**: Defines the AST node structure and serialization utilities.
+- **`CASSNode.py`**: Defines the Cass node structure and serialization utilities.
 
 ---
 
 ##  CASS Grammar (`CASS.g4`)
 This file defines the ANTLR4 grammar for parsing a subset of C-like syntax, including:
 - Function definitions
-- Statements (if, while, for, return, etc.)
+- Statements (if, while, for, return, switch, case etc.)
 - Expressions (arithmetic, logical, assignment)
 - Parenthesized expressions
 - Function calls
 - Variable declarations
+- Arrays, lists and pointers
 
 The grammar ensures a well-structured parse tree that is then visited by `MyCASSVisitor.py`.
 
 ---
 
 ##  CASS Visitor (`MyCASSVisitor.py`)
-This module implements the visitor pattern for processing the parse tree generated by ANTLR4. Key functionalities include:
-- Handling **function definitions** and **compound statements**.
+This module implements the visitor pattern for processing all parsed components using the grammar file. Key functionalities include:
+
+- Constructing `CASSNode`'s
+- **Labeling for nodes**, including variable declarations, expressions, and operators.
+- **Child management**, allowing hierarchical tree representation.
 - Distinguishing between **local and global variables**.
 - Recognizing **parenthesized expressions** and **operator precedence**.
-- Constructing an AST using `CASSNode`.
 - Properly formatting function calls and argument lists.
+  ...
 
 The visitor ensures a structured transformation of the parsed syntax into an intermediate AST representation.
 
@@ -45,12 +49,10 @@ This script acts as the core engine for testing and processing input files.
 
 ---
 
-##  AST Node Representation (`CASSNode.py`)
-This file defines the `CassNode` class, which represents nodes in the AST. It includes:
-- **Labeling for nodes**, including variable declarations, expressions, and operators.
-- **Child management**, allowing hierarchical tree representation.
+##  Node Representation (`CASSNode.py`)
+This file defines the `CassNode` class, which represents nodes in our Cass tree. It includes:
 - **Serialization to CASS format**, ensuring proper formatting for output.
-- **GraphViz DOT export**, enabling visualization of AST structures.
+- **GraphViz DOT export**, enabling visualization of the tree structure.
 
 The `CassNode` class provides the foundational structure for storing and manipulating AST representations.
 
@@ -58,5 +60,11 @@ The `CassNode` class provides the foundational structure for storing and manipul
 
 ##  How to Run
 Ensure you have ANTLR4 installed and available in your environment. To run the parser:
+```
+java -jar "antlr-4.13.2-complete.jar" -Dlanguage=Python3 -visitor CASS.g4
+python DriverCASS.py <input_file.c>   
+```
 
+## Our Jupyter Notebook
+We also created a Jupyter Notebook Execution.ipynb with integrated vectorization and similarity score calculation using a pretrained graph neural network provided by the authors of the MISIM paper. In order to run it, it might be necessary to install some packages.