Jiang Guo

Exploring Segment Representations for Neural Segmentation Models

2016 · arXiv (Cornell University)

Many natural language processing (NLP) tasks can be generalized into segmentation problem. In this paper, we combine semi-CRF with neural network to solve NLP segmentation tasks. Our model represents a segment both by composing the …

Cross-lingual Dependency Parsing Based on Distributed Representations

2015

Jiang Guo, Wanxiang Che, David Yarowsky, Haifeng Wang, Ting Liu. Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long …

A Representation Learning Framework for Multi-Source Transfer Parsing

2016 · Proceedings of the AAAI Conference on Artificial Intelligence

Cross-lingual model transfer has been a promising approach for inducing dependency parsers for low-resource languages where annotated treebanks are not available. The major obstacles for the model transfer approach are two-fold: 1. Lexical features are …

Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing

2019

Yuxuan Wang, Wanxiang Che, Jiang Guo, Yijia Liu, Ting Liu. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). 2019.