Given a sequence of frame nodes c 1:k and an initial environment e 1 , our semantic parsing model defines a joint distribution over logical forms z 1:k .
we define a conditional random field (CRF) over z 1:k , as shown in Figure 2: is the feature vector and θ is the weight vector.