A Survey of Unsupervised Dependency Parsing

Adversarial Attack and Defense of Structured Prediction Models

Second-Order Unsupervised Neural Dependency Parsing

ToHRE: A Top-Down Classification Strategy with Hierarchical Bag Representation for Distantly Supervised Relation Extraction

Towards Holistic and Automatic Evaluation of Open-Domain Dialogue Generation

A Regularization-based Framework for Bilingual Grammar Induction

Grammar induction aims to discover syntactic structures from unannotated sentences. In this paper, we propose a framework in which the learning process of the grammar model of one language is influenced by knowledge from the model of another …

Multilingual Grammar Induction with Continuous Language Identification

The key to multilingual grammar induction is to couple grammar parameters of different languages together by exploiting the similarity between languages. Previous work relies on linguistic phylogenetic knowledge to specify similarity between …

Enhancing unsupervised generative dependency parser with contextual information

Combining Generative and Discriminative Approaches to Unsupervised Dependency Parsing via Dual Decomposition

Dependency Grammar Induction with Neural Lexicalization and Big Training Data