Postgres sql update query inserting "$1" instead of "?"

I have a Postgres server and I runned the query: update "Table_name" set("column_name") = ("Column_name" || E'\?') from the webpage of Railway
I expected something like updating "hello" to "hello?" but it updated the rows like "hello$1".