Basically, it's a wallet that lets you run a full node. It's that big because it comes with a full copy of the blockchain.
As for the benefits:
- You broadcast your transactions yourself
- You contribute to the network
- It's arguably the safest desktop wallet available
I might be forgetting a few stuff, but that's about it in a nutshell.