Research Article
Fusing Part-of-Speech Information in Low-Resource Neural Paraphrase Generation
Table 5
Performance of Transformer-based models on Quora datasets.
| Dataset | Model | BLEU | ROUGE-1 | ROUGE-2 | ROUGE-L |
| Quora10K | base | 20.11 (±0.11) | 48.84 (±0.17) | 27.28 (±0.17) | 47.57 (±0.18) | add | 20.73 (±0.15) | 49.82 (±0.16) | 28.17 (±0.16) | 48.56 (±0.16) | cat | 20.92 (±0.11) | 50.47 (±0.26) | 28.72 (±0.22) | 49.17 (±0.25) | dc | 20.98 (±0.09) | 49.49 (±0.15) | 28.12 (±0.16) | 48.26 (±0.15) |
| Quora20K | base | 22.07 (±0.12) | 52.09 (±0.21) | 29.91 (±0.2) | 50.53 (±0.18) | add | 22.41 (±0.12) | 52.82 (±0.13) | 30.46 (±0.11) | 51.21 (±0.14) | cat | 22.71 (±0.23) | 53.24 (±0.21) | 30.87 (±0.23) | 51.65 (±0.2) | dc | 22.64 (±0.18) | 52.43 (±0.2)†† | 30.39 (±0.2) | 50.92 (±0.21)†† |
| Quora50K | base | 24.3 (±0.1) | 56.02 (±0.08) | 33.07 (±0.09) | 54.1 (±0.07) | add | 24.84 (±0.14) | 56.58 (±0.18) | 33.59 (±0.16) | 54.66 (±0.18) | cat | 24.95 (±0.26) | 56.8 (±0.07) | 33.86 (±0.1) | 54.88 (±0.04) | dc | 24.71 (±0.15) | 56.25 (±0.11) | 33.44 (±0.08) | 54.41 (±0.09) |
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