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Improving completeness and consistency of co-reference annotation standard.

Authors :
Xu, Yang
Farha, Fadi
Wan, Yueliang
Xu, Jiabo
Liu, Hong
Ning, Huansheng
Source :
Wireless Networks (10220038). Jul2024, Vol. 30 Issue 5, p4581-4590. 10p.
Publication Year :
2024

Abstract

As the processing power of mobile terminals increases, wireless network applications such as voice assistants can put more context-sensitive tasks on the mobile terminals, thus reducing the wireless network bandwidth needed and the cost of data storage in the cloud. Co-reference annotation, identifying the same semantics in context, is one of the critical techniques in these tasks. However, there are some problems with the existing co-reference annotation standards. First, the annotation is incomplete. Second, the types of annotated mentions are inconsistent. Third, there are currently no metrics for the above characteristics. Analyzing the above-mentioned issues, this paper proposes a new co-reference annotation standard. The new standard can annotate more semantics and co-reference relations and only adopts two types of mentions for annotation. Meanwhile, this paper presents a performance evaluation corpus and designs three performance metrics for evaluating the new standard according to the completeness of semantic annotation, the completeness of co-reference annotation, and the consistency of mention. The experiment shows that the new standard outperforms all the baseline methods and achieves 0.95 in the completeness of semantic annotation, 0.68 in the completeness of co-reference annotation, and 0.57 in the consistency of types of mentions. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10220038
Volume :
30
Issue :
5
Database :
Academic Search Index
Journal :
Wireless Networks (10220038)
Publication Type :
Academic Journal
Accession number :
178231201
Full Text :
https://doi.org/10.1007/s11276-022-03077-8