Research on domain event extraction methods based on pre-trained model

Fanshen Meng; Yonggang Zhang; Xuhong Liu; Xiulei Liu; Junyang Yu

doi:10.1117/12.2674264

28 April 2023 Research on domain event extraction methods based on pre-trained model

Fanshen Meng, Yonggang Zhang, Xuhong Liu, Xiulei Liu, Junyang Yu

Proceedings Volume 12626, International Conference on Signal Processing, Computer Networks, and Communications (SPCNC 2022); 1262614 (2023) https://doi.org/10.1117/12.2674264
Event: International Conference on Signal Processing, Computer Networks, and Communications (SPCNC 2022), 2022, Zhuhai, China

Abstract

One of the important research directions in information extraction is event extraction(EE). It aims at recognizing event types and event arguments from natural language texts, which is an important technical basis for artificial intelligence application that serves for the information work in business, science and technology, military and other fields. Currently, data annotation samples of the relevant field based on encyclopedia and news data are relatively rare and lack relevant datasets. Therefore, there are only a few public research on the event extraction in the relevant intelligence field. By integrating universal information extraction, the event extraction method which use the pre-trained model for the relevant intelligence field can handle the problem of rare data annotation samples for the event extraction in the relevant field. By expanding training samples automatically, the context information of encyclopedia and news data is learnt effectively to extract relevant events from encyclopedia and news data. Compared with other event extraction methods, using precision, recall and F1 value as assessment indicators, in event recognition tasks, the value of F1 enhances 1.26%, and in argument recognition tasks, the value of F1 enhances 1.58%. The method can significantly boost the extraction performance in small samples shown in the experimental results.

Citation Download Citation

Fanshen Meng, Yonggang Zhang, Xuhong Liu, Xiulei Liu, and Junyang Yu "Research on domain event extraction methods based on pre-trained model", Proc. SPIE 12626, International Conference on Signal Processing, Computer Networks, and Communications (SPCNC 2022), 1262614 (28 April 2023); https://doi.org/10.1117/12.2674264

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