2 papers
cs.CL2019
Learning Latent Trees with Stochastic Perturbations and Differentiable Dynamic Programming
Caio Corro, Ivan Titov
We treat projective dependency trees as latent variables in our probabilistic model and induce them in such a way as to be beneficial for a downstream task, without relying on any…
cs.CL2018
Differentiable Perturb-and-Parse: Semi-Supervised Parsing with a Structured Variational Autoencoder
Caio Corro, Ivan Titov
Human annotation for syntactic parsing is expensive, and large resources are available only for a fraction of languages. A question we ask is whether one can leverage abundant unla…