diff --git a/frontend/src/components/Questions/QuestionCategories.tsx b/frontend/src/components/Questions/QuestionCategories.tsx
index 33335321..ed10058e 100644
--- a/frontend/src/components/Questions/QuestionCategories.tsx
+++ b/frontend/src/components/Questions/QuestionCategories.tsx
@@ -1,11 +1,11 @@
 export const QUESTION_CATEGORIES = [
-    "Strings",
-    "Data Structures",
-    "Algorithms",
+    "Algorithm",
+    "Data Structure",
     "Array",
+    "String",
     "Hash Table",
-    "Math",
     "Dynamic Programming",
+    "Math",
     "Sorting",
     "Greedy",
     "Depth-First Search",
@@ -15,19 +15,21 @@ export const QUESTION_CATEGORIES = [
     "Tree",
     "Matrix",
     "Two Pointers",
-    "Binary Tree",
     "Bit Manipulation",
+    "Binary Tree",
     "Heap (Priority Queue)",
     "Stack",
     "Prefix Sum",
     "Graph",
+    "Simulation",
+    "Design",
     "Counting",
-    "Backtracking",
     "Sliding Window",
+    "Backtracking",
     "Union Find",
     "Linked List",
-    "Ordered Set",
     "Enumeration",
+    "Ordered Set",
     "Monotonic Stack",
     "Trie",
     "Recursion",
@@ -36,17 +38,20 @@ export const QUESTION_CATEGORIES = [
     "Bitmask",
     "Queue",
     "Binary Search Tree",
+    "Segment Tree",
     "Memoization",
     "Geometry",
-    "Topological Sort",
     "Binary Indexed Tree",
+    "Topological Sort",
     "Game Theory",
     "Hash Function",
-    "Shortest Path",
     "Combinatorics",
+    "Shortest Path",
+    "Interactive",
     "String Matching",
     "Data Stream",
     "Rolling Hash",
+    "Brainteaser",
     "Randomized",
     "Monotonic Queue",
     "Merge Sort",
@@ -56,6 +61,15 @@ export const QUESTION_CATEGORIES = [
     "Probability and Statistics",
     "Quickselect",
     "Bucket Sort",
+    "Suffix Array",
     "Minimum Spanning Tree",
     "Counting Sort",
+    "Shell",
+    "Line Sweep",
+    "Reservoir Sampling",
+    "Strongly Connected Component",
+    "Eulerian Circuit",
+    "Radix Sort",
+    "Rejection Sampling",
+    "Biconnected Component"
 ]
\ No newline at end of file
diff --git a/frontend/src/components/Questions/QuestionForm.tsx b/frontend/src/components/Questions/QuestionForm.tsx
index 06837f49..5be5cbcf 100644
--- a/frontend/src/components/Questions/QuestionForm.tsx
+++ b/frontend/src/components/Questions/QuestionForm.tsx
@@ -14,6 +14,7 @@ import DialogContent from "@mui/material/DialogContent";
 import DialogActions from "@mui/material/DialogActions";
 import Snackbar from "@mui/material/Snackbar";
 import MuiAlert from "@mui/material/Alert";
+import {parseHtmlDescriptionWithoutExamples} from "../../utils/utils"
 
 interface QuestionFormProps {
   question?: Question;
@@ -102,13 +103,16 @@ const QuestionForm: React.FC<QuestionFormProps> = ({
     const words1 = description1.split(" ");
     const words2 = description2.split(" ");
 
+  
     const commonWords = words1.filter((word) => words2.includes(word));
 
-    const similarity = commonWords.length / words1.length;
+    const similarityRatio = commonWords.length / words1.length;
+    const sharedWordCount = commonWords.length;
 
-    return similarity;
+    return { similarityRatio, sharedWordCount };
   }
 
+
   const handleSubmit = (e: React.FormEvent) => {
     e.preventDefault();
     // Check for empty fields
@@ -127,12 +131,14 @@ const QuestionForm: React.FC<QuestionFormProps> = ({
 
     // Check for similar questions
     const similarityThreshold = 0.6; // Adjust as needed
+    const sharedWordCountThreshold = 20;
     const similarQuestions = questions.filter((existingQuestion) => {
-      const similarity = calculateSimilarity(
+      const { similarityRatio, sharedWordCount } = calculateSimilarity(
         existingQuestion.description,
         question.description
       );
-      return similarity >= similarityThreshold;
+      return (similarityRatio >= similarityThreshold || sharedWordCount >= sharedWordCountThreshold)
+        && existingQuestion.id !== question.id;
     });
 
     if (similarQuestions.length > 0) {
@@ -144,6 +150,7 @@ const QuestionForm: React.FC<QuestionFormProps> = ({
     }
   };
 
+
   const handleCloseDialog = () => {
     setShowSimilarQuestionsDialog(false);
   };
@@ -373,8 +380,8 @@ const QuestionForm: React.FC<QuestionFormProps> = ({
           {similarQuestions.map((similarQuestion) => (
             <div key={similarQuestion.id}>
               <Typography variant="h6">{similarQuestion.title}</Typography>
-              <Typography variant="body2">
-                {similarQuestion.description}
+              <Typography variant="body2" component="span">
+                {parseHtmlDescriptionWithoutExamples(similarQuestion.description)}
               </Typography>
             </div>
           ))}
diff --git a/frontend/src/components/Questions/QuestionsTable.tsx b/frontend/src/components/Questions/QuestionsTable.tsx
index b4bc813f..bbfa3dd9 100644
--- a/frontend/src/components/Questions/QuestionsTable.tsx
+++ b/frontend/src/components/Questions/QuestionsTable.tsx
@@ -20,7 +20,7 @@ import {
   Typography,
 } from "@mui/material";
 import { useData } from "../../data/data.context";
-import {parseHtmlDescription} from "../../utils/utils";
+import {parseHtmlDescriptionWithoutExamples} from "../../utils/utils";
 
 interface Question {
   id: string;
@@ -203,7 +203,7 @@ const InterviewQuestionsTable: React.FC = () => {
                 <b>Difficulty:</b> {selectedQuestion.difficulty}
               </Typography>
               <Typography component={'span'} variant="body2" style={{ padding: "5px" }}>
-                <b>Description</b>: {parseHtmlDescription(selectedQuestion.description)}
+                <b>Description</b>: {parseHtmlDescriptionWithoutExamples(selectedQuestion.description)}
               </Typography>
             </DialogContent>
             <DialogActions>
diff --git a/frontend/src/utils/utils.tsx b/frontend/src/utils/utils.tsx
index a057a50e..a239a022 100644
--- a/frontend/src/utils/utils.tsx
+++ b/frontend/src/utils/utils.tsx
@@ -1,12 +1,30 @@
 import {decode} from "html-entities";
 import htmr from "htmr";
 import {ReactNode} from "react";
-import DOMPurify from "dompurify";
 
 export function parseHtmlDescription(description: string): ReactNode {
   // Decode escaped HTML characters and add text wrap to pre tags in the question description
+  try {
   let decodedDescription = decode(description)
     .replace(/<pre>/g, "<pre style=\"white-space: pre-wrap;\">");
-  decodedDescription = DOMPurify.sanitize(decodedDescription);
   return htmr(decodedDescription);
-}
\ No newline at end of file
+  } catch (e) {
+    console.log(e)
+    return description;
+  }
+}
+
+export function parseHtmlDescriptionWithoutExamples(description: string): ReactNode {
+  // Decode escaped HTML characters and add text wrap to pre tags in the question description
+  try {
+  let decodedDescription = decode(description)
+    .replace(/<pre>/g, "<pre style=\"white-space: pre-wrap;\">");
+  const exampleIndex = decodedDescription?.indexOf("Example");
+
+  const newDescription = exampleIndex !== -1 ? decodedDescription?.substring(0, exampleIndex) : decodedDescription;
+  return htmr(newDescription);
+  } catch(e) {
+    console.log(e)
+    return description;
+  }
+}