From: Paraphrase type identification for plagiarism detection using contexts and word embeddings
Embedding /Alignment | M | Task D | Task E | ||||
---|---|---|---|---|---|---|---|
ConceptNet Numberbatch | FastText | GloVe | ConceptNet Numberbatch | FastText | GloVe | ||
SW Algo. | Pr | 0.88186 | 0.78737 | 0.81406 | 0.76623 | 0.70969 | 0.73386 |
Rc | 0.89947 | 0.83510 | 0.83050 | 0.76770 | 0.76360 | 0.68662 | |
\(\hbox {F}_1\) | 0.89058 | 0.81053 | 0.82220 | 0.76696 | 0.73566 | 0.70945 | |
Meteor | Pr | 0.79964 | 0.72269 | 0.74560 | 0.71632 | 0.64403 | 0.66710 |
Rc | 0.83633 | 0.80790 | 0.79422 | 0.71683 | 0.69614 | 0.65296 | |
\(\hbox {F}_1\) | 0.81757 | 0.76293 | 0.76914 | 0.71657 | 0.66907 | 0.65995 | |
Sultan | Pr | 0.79733 | 0.71772 | 0.74089 | 0.72821 | 0.64249 | 0.67028 |
Rc | 0.78477 | 0.76078 | 0.74266 | 0.68411 | 0.67920 | 0.62313 | |
\(\hbox {F}_1\) | 0.79120 | 0.73862 | 0.74177 | 0.70563 | 0.66034 | 0.64585 |