As seen in Table 4, both models exhibit accuracy drops (and small increases in negative log-likelihood) on the Switchboard development set, but small accuracy increases (and negative log-likelihood drops) on the Switchboard training set -an indication of over-fitting.
as seen in Table 5, both models yield a negligible or no drop in accuracy on the MapTask development set, while both yield a drop in accuracy on the training set.