Joint Chinese word segmentation and part-of-speech tagging via two-way attentions of auto-analyzed knowledge

Y Tian, Y Song, X Ao, F **a, X Quan… - Proceedings of the …, 2020 - aclanthology.org
Chinese word segmentation (CWS) and part-of-speech (POS) tagging are important
fundamental tasks for Chinese language processing, where joint learning of them is an …

[PDF][PDF] Chinese semantic role labeling with bidirectional recurrent neural networks

Z Wang, T Jiang, B Chang, Z Sui - Proceedings of the 2015 …, 2015 - aclanthology.org
Abstract Traditional approaches to Chinese Semantic Role Labeling (SRL) almost heavily
rely on feature engineering. Even worse, the long-range dependencies in a sentence can …

Lattice LSTM for Chinese sentence representation

Y Zhang, Y Wang, J Yang - IEEE/ACM Transactions on Audio …, 2020 - ieeexplore.ieee.org
Words provide a useful source of information for Chinese NLP, and word segmentation has
been taken as a pre-processing step for most downstream tasks. For many NLP tasks …

Syntax aware LSTM model for semantic role labeling

F Qian, L Sha, B Chang, L Liu… - Proceedings of the 2nd …, 2017 - aclanthology.org
Abstract In Semantic Role Labeling (SRL) task, the tree structured dependency relation is
rich in syntax information, but it is not well handled by existing models. In this paper, we …

Joint word segmentation, pos-tagging and syntactic chunking

C Lyu, Y Zhang, D Ji - Proceedings of the AAAI Conference on Artificial …, 2016 - ojs.aaai.org
Chinese chunking has traditionally been solved by assuming gold standard word
segmentation. We find that the accuracies drop drastically when automatic segmentation is …

[PDF][PDF] Chinese semantic role labeling with shallow parsing

W Sun, Z Sui, M Wang, X Wang - Proceedings of the 2009 …, 2009 - aclanthology.org
Most existing systems for Chinese Semantic Role Labeling (SRL) make use of full syntactic
parses. In this paper, we evaluate SRL methods that take partial parses as inputs. We first …

A hierarchical lstm model for joint tasks

Q Zhou, L Wen, X Wang, L Ma, Y Wang - … Computational Linguistics and …, 2016 - Springer
Previous work has shown that joint modeling of two Natural Language Processing (NLP)
tasks are effective for achieving better performances for both tasks. Lots of task-specific joint …

[PDF][PDF] Capturing argument relationship for Chinese semantic role labeling

L Sha, S Li, B Chang, Z Sui, T Jiang - Proceedings of the 2016 …, 2016 - aclanthology.org
In this paper, we capture the argument relationships for Chinese semantic role labeling task,
and improve the task's performance with the help of argument relationships. We split the …

[PDF][PDF] Exploiting chunk-level features to improve phrase chunking

J Zhou, W Qu, F Zhang - … of the 2012 Joint Conference on …, 2012 - aclanthology.org
Most existing systems solved the phrase chunking task with the sequence labeling
approaches, in which the chunk candidates cannot be treated as a whole during parsing …

[引用][C] 基于浅层句法分析的中文语义角色标注研究

王鑫, 孙薇薇, 穗志方 - 中文信息学报, 2011