We would discount the adaptation factor when DF w is low and we are unsure of   This approach shows a significant improvement (0.7% absolute) over the baseline.
considering this estimate in light of the two classes of words in Figure 5, there are clearly words in Class B with high burstiness that will be ignored by trying to compensate for the high adaptation variability in the low-frequency range.