Before reviewing the prediction results, is it important to remember that backchannel feedback is an optional phenomena, where the actual listener may or may not decide on giving feedback (Ward and Tsukahara, 2000).
results from prediction tasks are expected to have lower accuracies as opposed to recognition tasks where labels are directly observed (e.g., part-of-speech tagging).