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@@ -13,6 +13,16 @@ and overall according to the official IELTS standards. **OVERALL** is the compos
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  The impressive result in the test dataset is as follows: **Accuracy = 0.82, F1 Score = 0.81**. As far as the current results are concerned, our model could roughly replace human raters for IELTS essays to some degree,
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  but we will continue to optimize it to improve its accuracy and effectiveness.
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  The following is the code to implement the model for scoring new IELTS essays. In the following example, an essay is taken from the test dataset with the overall score 8.0.
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  Our model grades the essay as 8.5, which is very close the score given by the human rater.
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  The impressive result in the test dataset is as follows: **Accuracy = 0.82, F1 Score = 0.81**. As far as the current results are concerned, our model could roughly replace human raters for IELTS essays to some degree,
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  but we will continue to optimize it to improve its accuracy and effectiveness.
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+ Please **cite** this paper if you use this model:
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+ ```
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+ @article{sun2024automatic,
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+ title={Automatic Essay Multi-dimensional Scoring with Fine-tuning and Multiple Regression},
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+ author={Sun, Kun and Wang, Rong},
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+ journal={arXiv preprint arXiv:2406.01198},
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+ year={2024}
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+ }
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+ ```
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+
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  The following is the code to implement the model for scoring new IELTS essays. In the following example, an essay is taken from the test dataset with the overall score 8.0.
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  Our model grades the essay as 8.5, which is very close the score given by the human rater.
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