Part-of-speech taggers are evaluated by the standard metric of accuracy. Named entity recognizers are evaluated by recall, precision, and F 1 measure. Recall that recall is the ratio of the number of correctly labeled responses to the total that should have been labeled; precision is the ratio of the number of correctly labeled responses to the total labeled; and F-measure is the harmonic mean of the two.