A Research Toward Chinese Named Entity Recognition Based on Transfer Learning
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s44196-023-00244-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8065 |
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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 |
8.891145 |