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Correction efficiency comparison results.
Almmustuhtton 2025“…The model focuses on the wrong area by attention mechanism to generate correction suggestions. The preliminary results show that this method is significantly better than the existing grammar error correction system. …”
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The first certificate in English results.
Almmustuhtton 2025“…The model focuses on the wrong area by attention mechanism to generate correction suggestions. The preliminary results show that this method is significantly better than the existing grammar error correction system. …”
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Corpus of linguistic acceptability results.
Almmustuhtton 2025“…The model focuses on the wrong area by attention mechanism to generate correction suggestions. The preliminary results show that this method is significantly better than the existing grammar error correction system. …”
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197
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Geodetector analysis results data.
Almmustuhtton 2025“…The number and density of all land patches, except orchard land, increased significantly from 2011 to 2022. The results of geographical detector analysis indicated that population was the main factor affecting the change of percentage of soil erosion area. …”
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<sup>14</sup>C-dates mentioned in the text.
Almmustuhtton 2025“…Nevertheless, based on the absolute scarcity of the evidence so far in NW Europe and based on the lack of genetic evidence, we argue that the spread of the pressure knapping technique to NW Europe did not involve large-scale demic diffusion as it was the case with its dispersal into Scandinavia. …”
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Error-specific accuracy comparison results.
Almmustuhtton 2025“…The model focuses on the wrong area by attention mechanism to generate correction suggestions. The preliminary results show that this method is significantly better than the existing grammar error correction system. …”