The two descending lines at the bottom reflect the fact that the majority-voting mechanism from the QA system was too simple: F 1 drops as K increases.
systematic errors made by the processing tools are tolerated, in the sense that if the same preprocessing error is made on both the question and sentence, an answer may still be found.