Word sense disambiguation (WSD), as well as more general problems involving word senses, have been of great interest to the NLP community for many years (for a detailed overview, see Agirre and Edmonds (2007) and Navigli (2009)).
there has recently been a lot of work on unsupervised techniques for these problems.