As demonstrated in Section 2.2, the collapsed average coherence score can be used to improve the performance of an automated speech scoring system.
this study treats coherence prediction as a binary classification task: low-coherent vs. high-coherent, where the low-coherent responses are those with average scores 1 and 1.5, and the high-coherent responses are those with average scores 2, 2.5, and 3.