Discriminative Log-Linear Grammars with Latent Variables

We demonstrate that log-linear grammars with latent variables can be practically trained using discriminative methods. Central to efficient discriminative training is a hierarchical pruning procedure which allows feature expectations to be effi- ciently approximated in a gradient-based procedure. We compare L1 and L2 reg- ularization and ...更多