As others have mentioned, the browser will send a Referrer header, which tells the web server where the link to the new page you re loading came from.
In theory this is the only information a site should be able to deduce about your browsing history. However, there are often browser vulnerabilities that mean that information is leaked - for example, using the fact that the colour for links that have been visited is different. Sometimes other browser bugs can leak cookies too. (Though note that these require more than just the initial GET - there usually must be javascript in the web page that gets served up in order to exploit these problems.)
In summary - theoretically the Referrer is all that gets sent; in practice browser bugs may leak more information.