Update app.py

app.py

@@ -125,18 +125,6 @@ def main():
         margin: 10px 0;
         background: #fff;
     }
-    /* Footer styling */
-    .footer {
-        position: fixed;
-        left: 0;
-        bottom: 0;
-        width: 100%;
-        background-color: #f8f9fa;
-        text-align: center;
-        padding: 0.5rem;
-        font-size: 1rem;
-        border-top: 1px solid #ccc;
-    }
     </style>
     """, unsafe_allow_html=True)
 
@@ -229,13 +217,12 @@ def main():
 
 
     # Footer
-    st.markdown("""
-        <div class="footer">
-            <small>&copy; 2025 Joel Adesanya's MSc Project. </small>
-            <br/>
-            <em>"Research Paper Semantic Search Engine"</em>
-        </div>
+    
+    st.markdown(""" 
+        <footer style="text-align: center; padding: 1rem; margin-top: 2rem; border-top: 1px solid #ddd;">
+        <small>&copy; 2025 Joel Adesanya's MSc Project.</small>
+        </footer>
         """, unsafe_allow_html=True)
-
+    
 if __name__ == "__main__":
     main()