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An Exploration of Artificial Intelligence Assisted Strategies in English Reading Teaching

  
21 mar 2025

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Figure 1.

Research idea diagram
Research idea diagram

Figure 2.

DKT-forgetful model structure
DKT-forgetful model structure

Figure 3.

Solution
Solution

Figure 4.

Complete step CF-DKD framework
Complete step CF-DKD framework

Figure 5.

Cognitive feature extraction
Cognitive feature extraction

Figure 6.

The students read the total distribution histogram
The students read the total distribution histogram

Figure 7.

Read the total positive state of the q probability diagram
Read the total positive state of the q probability diagram

Figure 8.

The overall property pattern and distribution ratio of students
The overall property pattern and distribution ratio of students

Figure 9.

The midterm reading strategy mastered the results of the questionnaire survey
The midterm reading strategy mastered the results of the questionnaire survey

Figure 10.

The midterm reading strategy mastered the results of the questionnaire survey
The midterm reading strategy mastered the results of the questionnaire survey

Figure 11.

The reading strategy mastered the results of the questionnaire survey
The reading strategy mastered the results of the questionnaire survey

Figure 12.

The reading strategy mastered the results of the questionnaire survey
The reading strategy mastered the results of the questionnaire survey

Student: the overall property of the student is the probability

Code Attribute Master probability
A1 Words and phrases 0.7116
A2 Complex sentences and structures 0.548
A3 Explicit details 0.653
A4 Cohesion and generalization 0.473
A5 reasoning 0.5146

The reading properties of the three horizontal groups master the difference

A1 A2 A3 A4 A5
A-B 0.1126 0.278 0.2183 0.3466 0.3915
A-C 0.3662 0.3566 0.3977 0.4171 0.5274

Final reading performance description statistics

Control group
N In effect 42
Omission 0
Average 69.25
Median 73.00
Mode Number 70
Standard Deviation 19.527

Reading performance description table in class B

Grade 2
N In effect 42
omission 0
Average 67.81
Median 75.00
Mode Number 82
Standard Deviation 19.428

Reading performance description table in class A

Grade 1
N In effect 48
omission 1
Average 68.695654173813952
Median 73.600000000000000
Mode Number 85.000000000000000
Standard Deviation 18.527010258112589

The individual properties of the student are in control

Student code Answer pattern Total Read the properties
A1 A2 A3 A4 A5
1 1111111 0 1 0 0 0 0 1111 0 0 0 111 0 0 0 0 0 0 0 20 1 0 1 0 1
2 1 0 11 0 0 0 11111 0 1111 0 1 0 11 0 0 0 0 0 0 11 20 1 0 0 1 1
3 111111 0 111 0 1 0 1 0 0 1 0 0 111 0 0 0 00000 20 0 1 1 0 1
4 111 0 0 111 0 11 0 11 0 0 1 0 1111 0 0 0 0 0 0 11 20 1 1 1 0 1
5 0 0 0 0 11111111 0 0 111111 0 1 0 0 0 0 0 0 0 0 20 1 0 1 0 0
6 1 0 1 0 11 0 0 1111 0 11 0 1 0 1 0 11 0 0 1 00000 20 0 1 1 0 0
7 111 0 0 11111 0 0 0 111 0 11 0 11 0 0 0 0 0 1 0 1 20 0 1 1 0 1
8 1111 0 1 0 1 0 1 0 1 0 1 0 11 0 1111 0 0 0 0 0 0 11 20 1 0 0 1 1
9 11111111110101010001100000 0 0 0 0 20 1 0 1 0 1
10 0 11 0 1111 0 111 0 11 0 0 0 1111 0 0 0 0 0 0 1 0 20 1 1 1 0 0

The questions in the combination mode of each attribute are the probability

Issue number Measured property Attribute union pattern Answer probability
1 A2-A3 A00 0.4161
2 A2-A3 A10 0.5624
3 A2-A3 A01 0.7809
4 A2-A3 A11 0.9024
5 A1-A2-A3 A000 0.5602
6 A1-A2-A3 A100 0.6143
7 A1-A2-A3 A001 0.4364
8 A1-A2-A3 A010 0.5479
9 A1-A2-A3 A101 0.598
10 A1-A2-A3 A110 0.7444

The overall reading score is descriptive

Sample size In effect 2668
Deletion 0
Mean 15.82
Median 17
Mode Number 16
Standard Deviation 4.75
Partial State -0.178
Peak -0.221
Full Distance 29
Minimum Value 0.00
Maximum Value 29

The independent sample t test of class A and class B

Levene’s variance test For the average t test for the average
F Significance T df Significance (double tail)
Grade The number of equal variations is adopted 0.382 0.529 0.201 85 0.833
No equal variation 0.201 83.261 0.833
For the average t test for the average
Confidence interval of 95% difference
Mean difference Standard error Lower limit Upper limit
Grade The number of equal variations is adopted 0.8315 3.9952 -7.1132 8.7654
No equal variation 0.8315 3.9949 -7.1152 8.7674

CEDT tests reading scores and grade conversion standards and proportion

Score Grade Number Percentage Class Number Percentage
0 010 174 6.52% C 419 15.70%
1-3 015 50 1.87%
4-6 020 85 3.19%
7-9 025 110 4.12%
10-12 030 308 11.54% B 1370 51.35%
13-15 035 587 22.00%
16-18 040 475 17.80%
19-21 045 439 16.45% A 879 32.95%
22-24 050 347 13.01%
25-27 055 90 3.37%
28-30 060 3 0.11%

The students read the main mode and distribution probability of the properties

Master Mode Percentage Number Master Mode Percentage Number
1 11111 18.22% 486 17 10011 43 1.61%
2 00000 11.99% 320 18 10001 41 1.54%
3 10100 9.00% 240 19 01001 39 1.46%
4 10000 8.17% 218 20 10101 27 1.01%
5 01000 8.32% 222 21 00111 12 0.45%
6 11100 8.13% 217 22 10110 14 0.52%
7 11010 4.09% 109 23 11000 10 0.37%
8 11011 4.05% 108 24 11001 11 0.41%
9 10111 3.19% 85 25 01010 6 0.22%
10 00100 3.04% 81 26 01011 9 0.34%
11 01100 2.92% 78 27 00010 5 0.19%
12 00101 2.29% 61 28 00011 2 0.07%
13 01101 2.32% 62 29 11101 2 0.07%
14 11110 2.21% 59 30 00110 0 0.00%
15 01110 2.02% 54 31 00001 0 0.00%
16 10010 1.76% 47 32 01111 0 0.00%

Reading properties master probability and difference tests

Attribute
Sample size A1 A2 A3 A4 A5
Class A 419 0.9911 0.7296 1.3245 1.0915 0.6082
Class B 1370 0.5898 0.2854 0.66 0.463 0.5372
Class C 879 0.5434 0.4217 0.4552 0.7224 1.0231
Calorie value 425.656 238.068 411.1 462.402 32.867
Freedom 3 3 3 3 3
Significance 0.000 0.000 0.000 0.000 0.000

Correlation analysis of the probability between the five species

A1 A2 A3 A4 A5
Spearman ‘s rho A1 Pearson correlation 1 0.475** 0.852** 0.471** 0.812**
Sig.(2-tailed) 0.000 0.000 0.000 0.000
N 2668 2668 2668 2668 2668
A2 Pearson correlation 0.492** 1 0.415** 0.753** 0.772**
Sig.(2-tailed) 0.000 0.000 0.000 0.000
N 2668 2668 2668 2668 2668
A3 Pearson correlation 0.849** 0.418** 1 0.512** 0.675**
Sig.(2-tailed) 0.000 0.000 0.000 0.000
N 2668 2668 2668 2668 2668
A4 Pearson correlation 0.472** 0.755** 0.522** 1 0.845**
Sig.(2-tailed) 0.000 0.000 0.000 0.000
2668 2668 2668 2668 2668 2668
A5 Pearson correlation 0.821** 0.775** 0.674** 0.845** 1
Sig.(2-tailed) 0.000 0.000 0.000 0.000
N 2668 2668 2668 2668 2668