Let y * be the gold set of arguments for a sentence x, andŷ those predicted by the SRL function.
let goldS(x i , k) and goldE(x i , k) be, respectively, the perfect indicator functions for start and end boundaries of arguments of type k. they return 1 if word x i starts/ends some k-argument in y * and -1 otherwise.