What is a shared task? and what is the purpose of it?
The rationale is to get a bunch of smart people together to actually solve or at least make progress on open academic problems. I've never been to a "workshop" that actually did any work on the problem. Conferences are typically just people giving presentations and not really working on problems in my experience.