De-linking the inputs from outputs helps privacy.

Here's a mixing service that uses this to help improve privacy:

 - http://blog.ezyang.com/2012/07/secure-multiparty-bitcoin-anonymization/


And, of course, the recipient knows the sender when a new bitcoin address is given for each transaction.