Taking a closer look at the data, as shown in the histogram in Figure 2, the majority of the food type slot appears more than 10 times in the training data.
the model oftentimes only learns to memorize these frequent slot values, and not the contextual patterns which can be more crucial for extracting slot values not known in advance.