diff --git a/urban/urban_utils.py b/urban/urban_utils.py
index c836fce..34b930f 100644
--- a/urban/urban_utils.py
+++ b/urban/urban_utils.py
@@ -106,6 +106,14 @@ def remove_punctuation_spacing(text: str):
                         chars.pop(char)
                     case " ":
                         chars.pop(char)
+                    case "`":
+                        chars.pop(char)
+                    case "~":
+                        chars.pop(char)
+                    case "\\":
+                        chars.pop(char)
+                    case "/":
+                        chars.pop(char)
         except IndexError:
             break