In practice, their approach worked for the task of citation parsing, where the q distribution may not deviate much from the uniform distribution (Figure 3(c)) in such a task.
in the task of NER, we find such a simple treatment to the q distribution often leads to sub-optimal results (as we can see in the experiments later) as the q distribution is highly skewed due to the large amount of O labels.