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Chinese Word Segmentation with Heterogeneous Graph Neural Network ...
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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. ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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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
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In: Front Psychiatry (2022)
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A Novel Interval-Valued q-Rung Dual Hesitant Linguistic Multi-Attribute Decision-Making Method Based on Linguistic Scale Functions and Power Hamy Mean
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In: Entropy (Basel) (2022)
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As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation ...
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Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning ...
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A General Framework for Learning Prosodic-Enhanced Representation of Rap Lyrics ...
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8 |
Word Distance Affects Subjective Temporal Distance
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In: Front Psychol (2021)
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9 |
Proactive Personality Measurement Using Item Response Theory and Social Media Text Mining
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In: Front Psychol (2021)
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10 |
Impaired Interhemispheric Synchrony in Bronchial Asthma
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In: Int J Gen Med (2021)
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11 |
Two Distinct Clinical Phenotypes of Bulbar Motor Impairment in Amyotrophic Lateral Sclerosis
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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
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In: PLoS One (2021)
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A neurophysiological model of speech production deficits in fragile X syndrome.
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In: Brain communications, vol 2, iss 1 (2020)
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Archives of Control Sciences ... : A novel multiple attribute decision making method based on q-rung dual hesitant uncertain linguistic sets and Muirhead mean ...
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Measuring correlation-to-causation exaggeration in press releases ...
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Use of profession-role exchange in an interprofessional student team-based community health service-learning experience
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In: BMC Med Educ (2020)
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Decoding Imagined and Spoken Phrases From Non-invasive Neural (MEG) Signals
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A longitudinal study of infants' early speech production and later letter identification
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A neurophysiological model of speech production deficits in fragile X syndrome
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In: Brain Commun (2019)
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Archives of Control Sciences ... : Some q-rung orthopair linguistic Heronian mean operators with their application to multi-attribute group decision making ...
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