The authors used only contrast and no contrast discourse relations to achieve their results, conducting a survey on a small amount of data that showed that the contrast relation was the most frequent one.
the survey presented in Hatzivassiloglou and McKeown (1997) on the WSJ corpus showed that contrast is actually the third most important relation in the corpus.