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Intelligent Construction of Civic Teaching Resources for Ancient Literature Course Based on Natural Language Processing Technology

Chi Zhang

Chi Zhang

College of Liberal Arts, Harbin Normal UniversityHarbin, China
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Zhang, Chi
  
21 mar 2025
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Pubblicato online: 21 mar 2025
Ricevuto: 19 ott 2024
Accettato: 16 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0630
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© 2025 Chi Zhang, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

BERT model structure
BERT model structure

Figure 2.

BERT structure after improvement
BERT structure after improvement

Figure 3.

TF-IDF score
TF-IDF score

Figure 4.

Comparison of comprehensive scores
Comparison of comprehensive scores

Figure 5.

P/N measure results
P/N measure results

Figure 6.

AUC test results of different methods
AUC test results of different methods

The coverage test results of different methods

Epoch Coverage rate/% Epoch Coverage rate/%
Ours Method1 Method2 Ours Method1 Method2
1 99.13 75.36 59.42 11 99.05 74.83 61.57
2 98.62 77.26 64.22 12 99.80 76.15 58.38
3 98.66 75.69 57.43 13 98.32 76.08 62.32
4 98.71 75.03 57.45 14 99.5 74.75 57.00
5 98.75 73.65 60.45 15 98.22 73.95 64.33
6 98.23 76.55 60.14 16 98.37 76.14 60.35
7 98.82 73.90 65.48 17 99.24 75.14 60.78
8 99.29 74.62 60.17 18 99.50 73.09 59.23
9 98.89 74.31 57.71 19 99.59 75.05 62.34
10 98.53 72.85 59.62 20 99.28 75.55 63.75

Knowledge matching matrix

Knowledge item K1 K2 ⋯ Kn
K1 M11 M12 ⋯ M1n
K2 M21 M22 ⋯ M2n
⋮ ⋮ ⋮ ⋮ ⋮
Kn Mn1 Mn2 ⋯ Mnn

Knowledge relevance matrix

Knowledge item K1 K2 ⋯ Kn
K1 asso11 asso12 ⋯ asso1n
K2 asso21 asso22 ⋯ asso2n
⋮ ⋮ ⋮ ⋮ ⋮
Kn asson1 asson2 ⋯ assonn

Knowledge similarity matrix

Knowledge item K1 K2 ⋯ Kn
K1 Sim11 Sim12 ⋯ Sim1n
K2 Sim21 Sim22 ⋯ Sim2n
⋮ ⋮ ⋮ ⋮ ⋮
Kn Simn1 Simn2 ⋯ Simnn
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro
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