Our work differs in the use of joint learning and inference approaches.
learning parameters were tuned using cross-validation on the training set: the margin δ is set to 1, the GEN lEX margin δ l is set to 2, we use 6 iterations (8 for experiments on SAIl) and take the 250 top parses during lexical generation (step 1, Figure 5).