These numbers correlate with the numbers of entities present   for these domains (Table 2): citytown is the largest domain, with almost 1800 entities in the training set, while people is the smallest domain with 85 training entities.
we surmise that the differences in performance are not due to inherent differences in the features to be predicted, but reflect the different amounts of training data available.