Is there any way to silence Spam Sieve?

SpamSieve
,
1

When it detects spam I hear a chime sound, anyway to get rid of this?

2

SpamSieve plays a sound for good messages. You can adjust this in the Notification preferences.

Apple Mail also has its own notification sound settings.