Research Article
Exploiting Contextual Word Embedding of Authorship and Title of Articles for Discovering Citation Intent Classification
Table 8
Comparison of precision, recall, and F1 score of various classifiers using the SciCite dataset.
| Classifier | Background | Method | Result | Precision | Recall | F1 | Precision | Recall | F1 | Precision | Recall | F1 |
| LR | 0.73 | 0.77 | 0.75 | 0.69 | 0.83 | 0.75 | 0.87 | 0.66 | 0.75 | ANN | 0.69 | 0.74 | 0.72 | 0.61 | 0.70 | 0.65 | 0.84 | 0.66 | 0.74 | KNN | 0.74 | 0.78 | 0.76 | 0.71 | 0.76 | 0.74 | 0.86 | 0.76 | 0.81 | L-SVM | 0.77 | 0.81 | 0.78 | 0.72 | 0.79 | 0.75 | 0.86 | 0.74 | 0.80 | SGD | 0.71 | 0.69 | 0.70 | 0.66 | 0.71 | 0.68 | 0.79 | 0.74 | 0.76 | MNB | 0.65 | 0.67 | 0.66 | 0.60 | 0.70 | 0.64 | 0.76 | 0.60 | 0.67 |
|
|