We have implemented the site in multiple languages. When iam accessing the pages in the site the url containing the language version of the page such as "en", "en-gb" and so on. We donot want to display this specific language option in the URL. Is this possible?
Having the languge as a part of the URL is only one option. You can also configure EPiServer to map a domain to a language. This is described in the Globalization tech note.