paragraph: How is lemmatization done? The most sophisticated methods for lemmatization involve complete morphological parsing of the word. Morphology is the study of the way words are built up from smaller meaning-bearing units called morphemes. Two broad classes of morphemes can be distinguished: stems-the central morpheme of the word, supplying the main meaning-and affixes-adding "additional" meanings of various kinds. So, for example, the word fox consists of one morpheme (the morpheme fox) and the word cats consists of two: the morpheme cat and the morpheme -s. A morphological parser takes a word like cats and parses it into the two morphemes cat and s, or parses a Spanish word like amaren ('if in the future they would love') into the morpheme amar 'to love', and the morphological features 3PL and future subjunctive.
answer: The most sophisticated methods for lemmatization involve complete morphological parsing of the word.