Sounds like your class loader is not loading the servlet classes once they are updated. This might be fixed if you change your web.xml file which should prompt the server/container to re-deploy and reload the servlet classes. I guess add an empty line at the end of your web.xml and save it and then see if that fixes it. As i said this might fix it or might not.
Good luck!