... word of the lex-ical category, f is the lexical category, s is the argu-ment slot, hais the head word of the argument, and l indicates whether the dependency is long-range.For example, the ... and the empirical expected value, of each feature (to calcu-late the gradient); and the value of the likelihoodfunction. For the normal-form model, the empiri-cal expected values and the likelihood ... (and only include the head of the lex-ical category, and not the head of the argument);these count the number of words (0, 1, 2 or more),punctuation marks (0, 1, 2 or more), and verbs (0,1...