Table 7 Performance of baseline models on the Korean Unsmile dataset.
Methodology | F1 Score | Acc |
|---|---|---|
RF | 0.70 | 0.73 |
NB | 0.69 | 0.75 |
SVM | 0.69 | 0.75 |
LR | 0.69 | 0.75 |
mBERT | 0.75 | 0.79 |
DistilmBERT | 0.83 | 0.83 |
xlm-RoBERTa | 0.84 | 0.85 |
KoBERT | 0.83 | 0.84 |
DistilKoBERT | 0.83 | 0.84 |
KoRoBERTa | 0.86 | 0.86 |
KcBERT | 0.87 | 0.87 |
SoongsilBERT | 0.88 | 0.88 |
Proposed Model | 0.89 | 0.89 |