From: Paraphrase type identification for plagiarism detection using contexts and word embeddings
Embedding /Alignment | M | Overall | Task A | ||||
---|---|---|---|---|---|---|---|
ConceptNet Numberbatch | FastText | GloVe | ConceptNet Numberbatch | FastText | GloVe | ||
SW Alg. | Pr | 0.76158 | 0.68496 | 0.71786 | 0.66757 | 0.61279 | 0.63582 |
Rc | 0.84658 | 0.82085 | 0.78619 | 0.80403 | 0.77855 | 0.76629 | |
\(\hbox {F}_1\) | 0.80184 | 0.74678 | 0.75047 | 0.72947 | 0.68580 | 0.69498 | |
Meteor | Pr | 0.74246 | 0.65843 | 0.70000 | 0.64333 | 0.58004 | 0.61300 |
Rc | 0.79774 | 0.77281 | 0.74832 | 0.74151 | 0.70151 | 0.70661 | |
\(\hbox {F}_1\) | 0.76911 | 0.71105 | 0.72335 | 0.68894 | 0.63502 | 0.65648 | |
Sultan | Pr | 0.74671 | 0.66075 | 0.70408 | 0.66085 | 0.58692 | 0.61435 |
Rc | 0.75142 | 0.73845 | 0.70532 | 0.67048 | 0.65437 | 0.63557 | |
\(\hbox {F}_1\) | 0.74906 | 0.69744 | 0.70470 | 0.66563 | 0.61881 | 0.62478 |