Per the OP question, "In terms of security what were the benefits of browsing through encrypted Google search?"
There is no difference.
Details:
Looking at them both today, Jan 16, 2017, the only difference that I see is that the 'encrypted' one does not have the Google Apps icon on the top right.
The DNS for www.google.com points to 6 entires in the 74.x space, whereas encrypted.google.com goes to only one in the 216 space. Thus, it looks like www is more/better load balanced than encrypted.
They both use the same certificate, so if someone is concerned about a private key leakage for one vs. the other, they are the same.
Reading the Google forum, encrypted.google.com was implemented for testing and development, and doesn't need to be used. Since www.google.com is now https, there is zero need to use encrypted.google.com regarding security/encryption.
Looking at the response from "curl" they are nearly identical, and I don't see any functional difference.
Could Google have a different script on their end? Sure, but that wouldn't change the answer to the OP question.