Unsupervised chunking with hierarchical RNN

Z Wu, AA Deshmukh, Y Wu, J Lin, L Mou - arXiv preprint arXiv:2309.04919, 2023 - arxiv.org
In Natural Language Processing (NLP), predicting linguistic structures, such as parsing and
chunking, has mostly relied on manual annotations of syntactic structures. This paper …

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 …

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 …

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 …

A neural probabilistic structured-prediction method for transition-based natural language processing

H Zhou, Y Zhang, C Cheng, S Huang, X Dai… - Journal of Artificial …, 2017 - jair.org
We propose a neural probabilistic structured-prediction method for transition-based natural
language processing, which integrates beam search and contrastive learning. The method …

A Semi-supervised Approach for Chinese Noun Phrase Chunking

ZM Gao, YH Lin, RG Tsui - Chinese Language Resources: Data Collection …, 2023 - Springer
This chapter addresses Chinese noun phrase chunking with special reference to
nominalizations based on a semi-supervised approach. It uses YamCha, a support vector …

Exploiting clause boundary information as features for Chinese functional chunk parsing

Y Zhao, T Zhao - 2015 12th International Conference on Fuzzy …, 2015 - ieeexplore.ieee.org
This paper aims at using clause boundary information to improve the performance of the
Chinese functional chunk parsing. Firstly, we propose a rule-based method using both …

Boundary Recognition of Light-Pause Marks via Grammar Testing Method

Y Mo, B Chen, P Lei - Wuhan University Journal of Natural Sciences, 2018 - Springer
Boundary recognition is an important research of natural language processing, and it
provides a basis for the application of Chinese word segmentation, chunk analysis, named …

基于条件随机场的顿号边界识别

莫怡文, 姬东鸿, 黄江平 - 计算机应用, 2015 - joca.cn
标点符号的边界识别是自然语言处理的重要研究内容, 它是分词, 语块识别等应用的基础.
为了实现中文中用于表示并列成分分割的顿号的边界识别, 采用了用于序列分割和标记的条件随 …

A feature integration method for Chinese chunking

C Lyu, X Xu, J Huang - Sixth International Conference on …, 2023 - spiedigitallibrary.org
Chunking is a crucial task in natural language processing. The task aims to divide a text into
syntactically correlated non-overlapping chunks. The discrete model and neural model can …