This is such a basic thing that I can't believe I can't find it. In the Traffic Sources > Referrals screen I can see a list of domains but where is a list of referring pages?
Create a custom report with
Visits as the metric from Visitors - > Visits and Referral Path as the dimension, when you view the report add a secondary dimension and select Traffic then Source which gives you the domain name. This is how I do it with the new Analytics interface, though you may be able to create this in the dashboard with the old interface without a custom report.
The Analytics API is great for pulling this data however you need and combining for complete URL's (hosts) and paths