A review of natural language processing techniques for opinion mining systems

S Sun, C Luo, J Chen - Information fusion, 2017 - Elsevier
As the prevalence of social media on the Internet, opinion mining has become an essential
approach to analyzing so many data. Various applications appear in a wide range of …

Distantly supervised NER with partial annotation learning and reinforcement learning

Y Yang, W Chen, Z Li, Z He… - Proceedings of the 27th …, 2018 - aclanthology.org
A bottleneck problem with Chinese named entity recognition (NER) in new domains is the
lack of annotated data. One solution is to utilize the method of distant supervision, which has …

Neural word segmentation learning for Chinese

D Cai, H Zhao - arXiv preprint arXiv:1606.04300, 2016 - arxiv.org
Most previous approaches to Chinese word segmentation formalize this problem as a
character-based sequence labeling task where only contextual information within fixed sized …

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

Y Tian, Y Song, X Ao, F Xia, 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 …

Stack-propagation: Improved representation learning for syntax

Y Zhang, D Weiss - arXiv preprint arXiv:1603.06598, 2016 - arxiv.org
Traditional syntax models typically leverage part-of-speech (POS) information by
constructing features from hand-tuned templates. We demonstrate that a better approach is …

Neural networks incorporating dictionaries for Chinese word segmentation

Q Zhang, X Liu, J Fu - Proceedings of the AAAI Conference on Artificial …, 2018 - ojs.aaai.org
In recent years, deep neural networks have achieved significant success in Chinese word
segmentation and many other natural language processing tasks. Most of these algorithms …

Joint Chinese word segmentation and part-of-speech tagging via multi-channel attention of character n-grams

Y Tian, Y Song, F Xia - … of the 28th International Conference on …, 2020 - aclanthology.org
Chinese word segmentation (CWS) and part-of-speech (POS) tagging are two fundamental
tasks for Chinese language processing. Previous studies have demonstrated that jointly …

[PDF][PDF] Randomized greedy inference for joint segmentation, POS tagging and dependency parsing

Y Zhang, C Li, R Barzilay… - Proceedings of the 2015 …, 2015 - aclanthology.org
In this paper, we introduce a new approach for joint segmentation, POS tagging and
dependency parsing. While joint modeling of these tasks addresses the issue of error …

A graph-based model for joint chinese word segmentation and dependency parsing

H Yan, X Qiu, X Huang - Transactions of the Association for …, 2020 - direct.mit.edu
Chinese word segmentation and dependency parsing are two fundamental tasks for
Chinese natural language processing. The dependency parsing is defined at the word-level …

A novel neural network model for joint POS tagging and graph-based dependency parsing

DQ Nguyen, M Dras, M Johnson - arXiv preprint arXiv:1705.05952, 2017 - arxiv.org
We present a novel neural network model that learns POS tagging and graph-based
dependency parsing jointly. Our model uses bidirectional LSTMs to learn feature …