A Study of Goal Motivation Strategies Based on Dynamic Planning Methods to Enhance the Effectiveness of Public English Teaching in Universities
26 wrz 2025
O artykule
Data publikacji: 26 wrz 2025
Otrzymano: 07 sty 2025
Przyjęty: 05 maj 2025
DOI: https://doi.org/10.2478/amns-2025-1077
Słowa kluczowe
© 2025 Xiaoli Huang, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
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Comparison of Ep results
| Model | KSE | KEE |
|---|---|---|
| KNN | 0.000812 | 0.268027 |
| GRU4Rec | 0.007819 | 0.210638 |
| MC-10 | 0.123466 | 0.002347 |
| MC-50 | 0.112548 | -0.005241 |
| DQN | 0.105724 | 0.002795 |
| CN-Random | 0.281973 | 0.140437 |
| Cog | 0.172039 | 0.175481 |
| RL4ALPR | 0.354762 | 0.412704 |
Experimental results of 8 models on 2 datasets
| Model | ASSIST15 | ASSISTO9 | ||
|---|---|---|---|---|
| AUC | F1-Score | AUC | F1-Score | |
| DKT | 0.6673 | 0.4834 | 0.7128 | 0.6539 |
| CKT | 0.7142 | 0.4917 | 0.7345 | 0.6751 |
| ContextKT | 0.7125 | 0.4562 | 0.7684 | 0.6958 |
| DKVMN | 0.7153 | 0.5275 | 0.7628 | 0.6954 |
| SPARSEKT | 0.7121 | 0.4932 | 0.7625 | 0.6843 |
| GKT | 0.7156 | 0.5124 | 0.7758 | 0.7051 |
| SKT | 0.7311 | 0.5428 | 0.7647 | 0.6954 |
| FDKT-ED | 0.7558 | 0.6647 | 0.7932 | 0.7204 |
Independent sample t-test of students’ scores
| Levin’s test for equality of variances | T-test | |||||||
|---|---|---|---|---|---|---|---|---|
| Assuming | F | Sig. | t | df | Sig.(2-tailed) | 95% confidence interval of the difference | ||
| Lower limit | Upper limit | |||||||
| Reading | Equal variances | 0.284 | 0.615 | 8.726 | 163 | 0.001 | 4.728 | 7.476 |
| Unequal variances | 8.742 | 161.829 | 0.001 | 4.728 | 7.476 | |||
| Composition | Equal variances | 31.628 | 0.000 | 3.018 | 163 | 0.004 | 0.548 | 2.604 |
| Unequal variances | 3.026 | 131.584 | 0.004 | 0.552 | 2.603 | |||
| Translation | Equal variances | 21.204 | 0.001 | 3.159 | 163 | 0.003 | 0.819 | 3.874 |
| Unequal variances | 3.167 | 139.715 | 0.003 | 0.821 | 3.862 | |||
| Total points | Equal variances | 0.054 | 0.849 | 4.342 | 163 | 0.002 | 12.728 | 31.485 |
| Unequal variances | 4.341 | 162.758 | 0.002 | 12.756 | 31.486 | |||
Descriptive statistics of students’ scores in each item of the examination paper
| Class | Number | Average score | Standard deviation | Standard error of mean value | |
|---|---|---|---|---|---|
| Reading | Experimental class | 82 | 18.54 | 4.483 | 0.524 |
| Control class | 83 | 12.51 | 4.325 | 0.482 | |
| Composition | Experimental class | 82 | 14.52 | 2.427 | 0.271 |
| Control class | 83 | 13.25 | 4.136 | 0.464 | |
| Translation | Experimental class | 82 | 12.96 | 3.729 | 0.418 |
| Control class | 83 | 10.87 | 5.804 | 0.641 | |
| Total points | Experimental class | 82 | 65.13 | 7.418 | 0.829 |
| Control class | 83 | 51.52 | 14.213 | 1.514 |
