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Optimization Design of Artificial Intelligence Aids in Higher Vocational English Classroom Teaching under the Concept of Industry-Teaching Integration

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29 sept. 2025
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Figure 1.

Ranking of importance of learner features
Ranking of importance of learner features

Figure 2.

Visual results of knowledge level
Visual results of knowledge level

Figure 3.

First pass rate comparison between tracking learning’s and original teaching’s
First pass rate comparison between tracking learning’s and original teaching’s

Figure 4.

Final pass rate comparison between tracking learning’s and original teaching’s
Final pass rate comparison between tracking learning’s and original teaching’s

The model performance comparison

Model AUC Precision
DKT 0.846 0.811
DKT-F 0.883 0.837
DKVMN 0.875 0.831
DKVMN-LA 0.918 0.873
Ours 0.966 0.918