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1
Chinese Word Segmentation with Heterogeneous Graph Neural Network ...
Tang, Xuemei; Wang, Jun; Su, Qi. - : arXiv, 2022
Abstract: In recent years, deep learning has achieved significant success in the Chinese word segmentation (CWS) task. Most of these methods improve the performance of CWS by leveraging external information, e.g., words, sub-words, syntax. However, existing approaches fail to effectively integrate the multi-level linguistic information and also ignore the structural feature of the external information. Therefore, in this paper, we proposed a framework to improve CWS, named HGNSeg. It exploits multi-level external information sufficiently with the pre-trained language model and heterogeneous graph neural network. The experimental results on six benchmark datasets (e.g., Bakeoff 2005, Bakeoff 2008) validate that our approach can effectively improve the performance of Chinese word segmentation. Importantly, in cross-domain scenarios, our method also shows a strong ability to alleviate the out-of-vocabulary (OOV) problem. ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2201.08975
https://dx.doi.org/10.48550/arxiv.2201.08975
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2
The Correlation Between Internet Addiction and Interpersonal Relationship Among Teenagers and College Students Based on Pearson's Correlation Coefficient: A Systematic Review and Meta-Analysis
In: Front Psychiatry (2022)
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3
A Novel Interval-Valued q-Rung Dual Hesitant Linguistic Multi-Attribute Decision-Making Method Based on Linguistic Scale Functions and Power Hamy Mean
In: Entropy (Basel) (2022)
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4
As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation ...
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5
Detecting Health Advice in Medical Research Literature ...
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6
Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning ...
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7
A General Framework for Learning Prosodic-Enhanced Representation of Rap Lyrics ...
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8
Word Distance Affects Subjective Temporal Distance
In: Front Psychol (2021)
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9
Proactive Personality Measurement Using Item Response Theory and Social Media Text Mining
In: Front Psychol (2021)
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10
Impaired Interhemispheric Synchrony in Bronchial Asthma
In: Int J Gen Med (2021)
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11
Two Distinct Clinical Phenotypes of Bulbar Motor Impairment in Amyotrophic Lateral Sclerosis
In: Front Neurol (2021)
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12
Multiple attribute group decision-making based on interval-valued q-rung orthopair uncertain linguistic power Muirhead mean operators and linguistic scale functions
In: PLoS One (2021)
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13
A neurophysiological model of speech production deficits in fragile X syndrome.
In: Brain communications, vol 2, iss 1 (2020)
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14
Archives of Control Sciences ... : A novel multiple attribute decision making method based on q-rung dual hesitant uncertain linguistic sets and Muirhead mean ...
Wang, Jun; Shang, Xiaopu; Feng, Xue. - : Committee of Automatic Control and Robotics PAS, 2020
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15
Measuring correlation-to-causation exaggeration in press releases ...
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16
Use of profession-role exchange in an interprofessional student team-based community health service-learning experience
In: BMC Med Educ (2020)
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17
Decoding Imagined and Spoken Phrases From Non-invasive Neural (MEG) Signals
Dash, Debadatta; Ferrari, Paul; Wang, Jun. - : Frontiers Media S.A., 2020
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18
A longitudinal study of infants' early speech production and later letter identification
Hoffman, Lesa; Green, Kimber F.; Farquharson, Kelly. - : Public Library of Science, 2020
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19
A neurophysiological model of speech production deficits in fragile X syndrome
In: Brain Commun (2019)
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20
Archives of Control Sciences ... : Some q-rung orthopair linguistic Heronian mean operators with their application to multi-attribute group decision making ...
Li, Li; Zhang, Runtong; Wang, Jun. - : Committee of Automatic Control and Robotics PAS, 2018
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