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A Research Toward Chinese Named Entity Recognition Based on Transfer Learning

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Bibliographic Details
Main Authors: Hui, Kang, Jingwu, Xiao, Yunpeng, Zhang
Format: Book
Language:English
Published: Springer 2023
Subjects:
Transfer Learning
lack of well-annotated entity data
Online Access:https://link.springer.com/article/10.1007/s44196-023-00244-3
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8065
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spelling oai:localhost:PNK-80652023-04-19T04:19:15Z A Research Toward Chinese Named Entity Recognition Based on Transfer Learning Hui, Kang Jingwu, Xiao Yunpeng, Zhang Transfer Learning lack of well-annotated entity data CC BY To improve the performance of named entity recognition in the lack of well-annotated entity data, a transfer learning-based Chinese named entity recognition model is proposed in this paper. The specific tasks are as follows: (1) first/, a data transfer method based on entity features is proposed. By calculating the similarity of feature distribution between low resource data and high resource data, the most representative entity features are selected for feature transfer mapping, and the distance of entity distribution between the two domains is calculated to make up the gap between the data of the two domains then model is trained by high resource data. (2) Then, an entity boundary detection method is proposed. 2023-04-19T04:19:15Z 2023-04-19T04:19:15Z 2023 Book https://link.springer.com/article/10.1007/s44196-023-00244-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8065 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic Transfer Learning
lack of well-annotated entity data
spellingShingle Transfer Learning
lack of well-annotated entity data
Hui, Kang
Jingwu, Xiao
Yunpeng, Zhang
A Research Toward Chinese Named Entity Recognition Based on Transfer Learning
description CC BY
format Book
author Hui, Kang
Jingwu, Xiao
Yunpeng, Zhang
author_facet Hui, Kang
Jingwu, Xiao
Yunpeng, Zhang
author_sort Hui, Kang
title A Research Toward Chinese Named Entity Recognition Based on Transfer Learning
title_short A Research Toward Chinese Named Entity Recognition Based on Transfer Learning
title_full A Research Toward Chinese Named Entity Recognition Based on Transfer Learning
title_fullStr A Research Toward Chinese Named Entity Recognition Based on Transfer Learning
title_full_unstemmed A Research Toward Chinese Named Entity Recognition Based on Transfer Learning
title_sort research toward chinese named entity recognition based on transfer learning
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s44196-023-00244-3
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8065
_version_ 1763633855359614976
score 8.881002

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