We do not match numbers expressed in digits (e.g., 1234) because we found that they produced too many noisy extractions, such as dates and times.
crucially, our approach, which we call ZIPF FLATTENING, has only two parameters that need to be trained using a supervised approach, and these parameters do not depend on the relation R. the approach minimizes the amount of training data we need to a practical level.