Such "head-lexicalized stochastic grammars" have recently become increasingly popular (e.g. Collins 1997 <cite>Collins , 1999</cite> Charniak 1997 Charniak , 2000 and are based on Magerman's head-percolation scheme to determine the headword of each nonterminal (Magerman 1995) .