To identify how expressions of doubt are realized in naturally occurring dialogue and how these realizations convey the requisite beliefs, we analyzed features of individual expressions of doubt extracted from natural corpora, and correlated the various forms of the utterances with the features of the underlying beliefs.
as explained in Section 3.3, the use of machine learning techniques was not appropriate due to the nature of our corpus.