We restrict the types to the most important types -following the 11 chunk types annotated in the CoNLL-2000 chunking task (Sang and Buchholz, 2000) -by replacing all other types with a new type OUT.
"Analysts" is labeled B G ; "much", B NP ; "will", B VP and so on.