Uneingeschränkter Zugang

Study of agricultural finance policy information extraction based on ELECTRA-BiLSTM-CRF

Airong Yang

Airong Yang

College of Economics and Management, Xinjiang Agricultural UniversityChina
Suche nach diesem Autor auf
Sciendo|Google Scholar
Yang, Airong
 und 
Yong Xia

Yong Xia

College of Economics and Management, Xinjiang Agricultural UniversityChina
Suche nach diesem Autor auf
Sciendo|Google Scholar
Xia, Yong
  
12. Dez. 2022
Study of agricultural finance policy information extraction based on ELECTRA-BiLSTM-CRF's Cover Image
Über diesen Artikel
Vorheriger Artikel
Nächster Artikel
Zitieren
COVER HERUNTERLADEN
Online veröffentlicht: 12. Dez. 2022
Seitenbereich: 2541 - 2550
Eingereicht: 11. Juli 2022
Akzeptiert: 19. Nov. 2022
DOI: https://doi.org/10.2478/amns.2021.2.00307
Schlüsselwörter
© 2023 Airong Yang et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Fig. 1

General framework of information extraction programme for agricultural finance policy. CRF, conditional random field
General framework of information extraction programme for agricultural finance policy. CRF, conditional random field

Fig. 2

Agricultural finance policy information extraction model architecture. CRF, conditional random field
Agricultural finance policy information extraction model architecture. CRF, conditional random field

Fig. 3

ELECTRA model structure. MLM, Masked Language Model
ELECTRA model structure. MLM, Masked Language Model

Fig. 4

Training of different models. CRF, conditional random field
Training of different models. CRF, conditional random field

Fig. 5

Testing of different models. CRF, conditional random field
Testing of different models. CRF, conditional random field

Fig. 6

Evaluation results. CRF, conditional random field
Evaluation results. CRF, conditional random field
Sprache:
Englisch
Zeitrahmen der Veröffentlichung:
1 Hefte pro Jahr
Fachgebiete der Zeitschrift:
Biologie, Biologie, andere, Mathematik, Angewandte Mathematik, Mathematik, Allgemeines, Physik, Physik, andere
Zeitschrift RSS Feed