learnandteachonline.com

It's a repository of speeches and other presentations that lets you embed video, and download audio, video or transcripts.

Check out the way you can follow along in the transcript while the video is playing, and skip to "chapters."

Here's a Commonwealth Club talk given last year by Paul Krugman.

It looks like just the video is embeddable, not the running transcript feature.