In decoding, a raw sentence is first decoded by the source classifier, and then inputted into the transformation classifier together with the annotations given by the source classifier, so as to obtain an improved classification result.
annotation adaptation has a drawback, it has to cascade two classifiers in decoding to integrate the knowledge in two corpora, thus seriously degrades the processing speed.