This is configurable in the Shib IDP. See:
https://wiki.shibboleth.net/confluence/display/IDP4/ProfileConfiguration-SAML2SSO
I'm not sure if this can be set at the server level, or it needs to be configured for each RP.
If for each RP, you may need to do a custom template for that website.