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Chinese Lexical Simplification

delete2021-01-01
delete13
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OA
AI
强继朋 封面图
强继朋 (Jipeng Qiang)
X
Xinyu Lu
Y
Yun Li *
Y
Yunhao Yuan
X
Xindong Wu
DOI:10.1109/TASLP.2021.3078361delete
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摘要

摘要

En 中文
Lexical simplification has attracted much attention in many languages, which is the process of replacing complex words in a given sentence with simpler alternatives of equivalent meaning. Although the richness of vocabulary in Chinese makes the text very difficult to read for children and non-native speakers, there is no research work for the Chinese lexical simplification (CLS) task. To circumvent difficulties in acquiring annotations, we manually create the first benchmark dataset for CLS, which can be used for evaluating the lexical simplification systems automatically. To acquire a more thorough comparison, we present five different types of methods as baselines to generate substitute candidates for the complex word that includes synonym-based approach, word embedding-based approach, BERT-based approach, sememe-based approach, and a hybrid approach. Finally, we design the experimental evaluation of these baselines and discuss their advantages and disadvantages. To our best knowledge, this is the first study for CLS task.
Keyword:
Task analysis
Benchmark testing
Dictionaries
Bit error rate
Annotations
Speech processing
Feature extraction
Lexical simplification
BERT
unsupervised
pretrained language model
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期刊

I
IEEE-ACM Transactions on Audio Speech and Language Processing
IF:
5.1
论文数:
2.6K
被引数:
1.1W

机构

H
hefei university of technology
学者数:
2.5W
论文数: 1.7W
被引数: 35
Y
Yangzhou University
学者数:
2.8W
论文数: 1.9W
被引数: 3.3W
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