Another nifty tool for finding bad backlinks is Monitor. After importing your links from Google Webmaster Tools into Monitor Backlinks, you can then look for your dofollow backlinks (since Google supposedly ignores any nofollow links).
From there, you can use the filters to switch to external and then manually verify the backlinks. Be aware that a lot of your bad links can come from blog comments.