Claire Cardie and Jiwei Li (formerly a PhD student at Cornell) have been written up in MIT Technology Review and other venues about their work that reconstructs timelines from twitter feeds, distinguishing meaningful events from trivial ones.
MIT Technology Review article.
Link to Cardie and Li's paper.