derivations:ẽ = arg max e P (e, D|f ) (13) where each Φ i is a sub-model score function and λ is the corresponding weight.
for each arbitrary score function Φ i with a derivation D, we decompose it as a chain of independent derivations d with BTG rules X → γ: given an input sentence f = f 1 , .