Paraphrase Generation on QQP (BLEU/ROUGE Metrics)
34.13BLEUDDPM + SC0.5
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DDPM + SC0.5Model=SeqDiffuSeq, Self-conditioning=p=0.52026.04 | 34.13 | 82.8 | 60.1 | 35.6 | 57.5 | |
| DDPM + QS1.0 + SC0.5Model=SeqDiffuSeq, q-sampling=tact/T = 1.0, Self-conditioning=p=0.52026.04 | 34.11 | 82.7 | 59.8 | 35.4 | 57.3 | |
| DDPMModel=SeqDiffuSeq2026.04 | 33.58 | 82.8 | 60.2 | 35.7 | 57.8 | |
| DDPM + QS1.0Model=SeqDiffuSeq, q-sampling=tact/T = 1.02026.04 | 33.5 | 82.1 | 59.6 | 35.1 | 57 | |
| FastDiSSMBR=10, NFE=52026.04 | 28.88 | 82.58 | — | — | 59.34 | |
| FastDiSSMBR=10, NFE=202026.04 | 28.32 | 82.62 | — | — | 58.88 | |
| DifformerMBR=10, NFE=202026.04 | 27.95 | 82.97 | — | — | 59.24 | |
| FastDiSSMBR=10, NFE=22026.04 | 27.94 | 81.81 | — | — | 58.47 | |
| TransformerMBR=-, NFE=-2026.04 | 27.22 | 83.81 | — | — | 57.48 | |
| FastDiSSMBR=10, NFE=12026.04 | 27.16 | 81.16 | — | — | 58.1 | |
| SeqDiffuSeqMBR=10, NFE=20002026.04 | 24.34 | 84 | — | — | — | |
| DiffuSeqMBR=10, NFE=20002026.04 | 24.13 | 83.65 | — | — | 58.8 | |
| DiffuSeq-v2MBR=10, NFE=102026.04 | 23.07 | 82.36 | — | — | 58.35 | |
| LevTMBR=-, NFE=-2026.04 | 22.68 | 83.44 | — | — | 57.95 | |
| DLM-OneMBR=10, NFE=12026.04 | 22.13 | 82.97 | — | — | 57.41 | |
| CMLMMBR=-, NFE=102026.04 | 21.78 | — | — | — | 56.12 | |
| GPT2-large FTMBR=-, NFE=-2026.04 | 20.59 | 83.63 | — | — | 54.15 | |
| DINOISERMBR=10, NFE=202026.04 | 19.49 | 80.36 | — | — | 53.16 | |
| FlowSeqMBR=10, NFE=12026.04 | 14.3 | 66.9 | — | — | 46.1 |