... consists of the val-ues for all features (the columns) and the function-chunk code for the focus word. The features de-scribe the focus word and its local context. For the chunk part of the code, ... adopt the “Inside”,“Outside”, and “Between” (IOB) encoding originat-ing from (Ramshaw and Marcus, 1995). For the function part of the code, the value is either the function for the head of a ... .”stances and , ,where is the number of features, is a weight forfeature , and estimates the difference between the two instances’ values at the th feature. The classes of the nearest neighbors then...