From: Paraphrase type identification for plagiarism detection using contexts and word embeddings
Embedding / Alignment | M | Task B | Task C | ||||
---|---|---|---|---|---|---|---|
ConceptNet Numberbatch | FastText | GloVe | ConceptNet Numberbatch | FastText | GloVe | ||
SW Alg. | Pr | 0.56943 | 0.46703 | 0.51105 | 0.88001 | 0.82606 | 0.82806 |
Rc | 0.86546 | 0.85395 | 0.72438 | 0.89978 | 0.87509 | 0.88744 | |
\(\hbox {F}_1\) | 0.68691 | 0.60382 | 0.59929 | 0.88979 | 0.84987 | 0.85672 | |
Meteor | Pr | 0.63040 | 0.49371 | 0.57982 | 0.86499 | 0.80150 | 0.81956 |
Rc | 0.79725 | 0.78989 | 0.67254 | 0.88104 | 0.85635 | 0.86540 | |
\(\hbox {F}_1\) | 0.70408 | 0.60763 | 0.62275 | 0.87294 | 0.82802 | 0.84186 | |
Sultan | Pr | 0.66949 | 0.52127 | 0.62355 | 0.81954 | 0.77723 | 0.79699 |
Rc | 0.71955 | 0.73759 | 0.60434 | 0.85668 | 0.83199 | 0.84667 | |
\(\hbox {F}_1\) | 0.69362 | 0.61084 | 0.61380 | 0.83770 | 0.80368 | 0.82108 |