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The Design of Intelligent Q&A System for English Education Based on Artificial Intelligence Technology and the Cultivation of Students’ Autonomous Learning Ability

Qian Xu

Qian Xu

Chengdu College of Arts and SciencesChengdu, China
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Xu, Qian
 oraz 
Yuxin Gan

Yuxin Gan

Chengdu College of Arts and SciencesChengdu, China
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Gan, Yuxin
  
21 mar 2025
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Data publikacji: 21 mar 2025
Otrzymano: 28 paź 2024
Przyjęty: 08 lut 2025
DOI: https://doi.org/10.2478/amns-2025-0625
Słowa kluczowe
© 2025 Qian Xu et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

System overall function module diagram
System overall function module diagram

Figure 2.

My problem flow chart
My problem flow chart

Figure 3.

Flowchart for the answer
Flowchart for the answer

Figure 4.

Q&A list flowchart
Q&A list flowchart

Figure 5.

Automatic answer flow chart
Automatic answer flow chart

Figure 6.

Questions model state transfer
Questions model state transfer

Figure 7.

Questions model state transfer
Questions model state transfer

Figure 8.

Optimal path
Optimal path

Figure 9.

Study length of the experimental class and the comparison class
Study length of the experimental class and the comparison class

Figure 10.

Question number comparison diagram
Question number comparison diagram

Analysis of course test results

Courses Laboratory class Cross-reference class T P
Mean variance Mean variance
Course 1 14.35 3.08 13.15 4.48 2.068 .044*
Course 2 15.28 2.64 14.48 3.85 1.796 0.075
Course 3 14.37 3.65 12.69 4.49 2.094 .038*
Course 4 14.89 2.87 14.82 2.31 -0.038 0.92
Course 5 12.26 4.83 12.12 4.77 0.106 0.916

Observed probability matrix

Observation value probability matrix 1 2 3 4 5 6 7
A 0.06 0.21 0.26 0.17 0.14 0.16 0
B 0.11 0.12 0.23 0.22 0.32 0 0
C 0.11 0.16 0.13 0.22 0.17 0.21 0
D 0.03 0.04 0.09 0.11 0.15 0.21 0.37

Check rate test

Student Question number Number of correct answers Accuracy ratio Check rate Question style
101 35 32 91.43% 100% Natural language
102 24 23 95.83% 100% Natural language
103 29 28 96.55% 100% Natural language
104 28 26 92.86% 100% Natural language
105 27 25 92.59% 100% Natural language

State transfer probability matrix

State transfer matrix A B C D
A 0.16 0.19 0.06 0.59
B 0.17 0.17 0.04 0.62
C 0.06 0.08 0.21 0.65
D 0.08 0.21 0.12 0.59

Question prediction

Student Question number Accurately predict the number of questions ACC
101 35 32 91.43%
102 37 34 91.89%
103 29 28 96.55%
104 32 32 100.00%
105 35 33 94.29%
Język:
Angielski
Częstotliwość wydawania:
1 razy w roku
Dziedziny czasopisma:
Nauki biologiczne, Nauki biologiczne, inne, Matematyka, Matematyka stosowana, Matematyka ogólna, Fizyka, Fizyka, inne
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