This talk summarizes Powerset's endeavor to set up a flexible and data driven approach to handling word senses. In a traditional keyword search engine setting, word sense disambiguation is believed to play a subordinate role. While keyword queries tend to disambiguate itself through the presence of other keywords e.g. flying
