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Table 7: 

The number of punctuation symbols found in the middle of dialog acts, depending on the applied segmentation. nolower and lower are predicted using XLNet with dialog-level context. The presence of punctuation in nolower variant provides the model with the necessary cues to preserve a similar distribution to the ground truth.

SegmentationFull stopCommaQ. markSegments
ground truth 71 3637 4500 
nolower 77 3679 4433 
lower 155 3737 4323 
SegmentationFull stopCommaQ. markSegments
ground truth 71 3637 4500 
nolower 77 3679 4433 
lower 155 3737 4323 
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