raw text "The cats were running." tokenize tokens [The, cats, were, running, .] stem stems [the, cat, were, run, .] lemmatize lemmas [the, cat, be, run, .] ready for the model vector / embedding / feature row / index lookup three operations. each has a job. each has a failure mode.