Siegel (in press) was the rst to apply machine learning to cue phrases. He developed a genetic learning algorithm to induce decision trees using the non-ambiguous examples of <cite>(Hirschberg & Litman 1993 )</cite> (using the classi cations of only one judge) as well as additional examples.