Text Simplification on WikiAuto
43.86BLEUTransformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TransformerModel Type=AR, Beam Size=52025.05 | 43.86 | — | — | |
| NeoDiffModel Type=H, Beam Size=102025.05 | 41.86 | — | — | |
| TransformerModel Type=AR, Beam Size=12025.05 | 41.68 | — | — | |
| TEncDM (BERT)Model Type=C2025.05 | 41.6 | — | — | |
| TEncDM (T5)Model Type=C2025.05 | 41.6 | — | — | |
| NeoDiffModel Type=H, Beam Size=12025.05 | 41.57 | — | — | |
| FastDiSSMBR=10, NFE=52026.04 | 40.9 | 59.64 | 82.16 | |
| FastDiSSMBR=10, NFE=202026.04 | 40.81 | 59.64 | 82.17 | |
| DifformerModel Type=C, Beam Size=102025.05 | 40.77 | — | — | |
| TEncDM (ROBERTa)Model Type=C2025.05 | 40.5 | — | — | |
| DifformerModel Type=C, Beam Size=12025.05 | 40.37 | — | — | |
| FastDiSSMBR=10, NFE=22026.04 | 40.23 | 59.1 | 81.6 | |
| Meta-DiffuB (De2)Model Type=C2025.05 | 39.57 | — | — | |
| Meta-DiffuB (De1)Model Type=C2025.05 | 38.77 | — | — | |
| FastDiSSMBR=10, NFE=12026.04 | 38.2 | 57.66 | 80.35 | |
| SeqDiffuSeqModel Type=C, Beam Size=102025.05 | 37.12 | — | — | |
| SeqDiffuSeqMBR=10, NFE=20002026.04 | 37.12 | — | 82.14 | |
| SeqDiffuSeqModel Type=C, Beam Size=12025.05 | 37.09 | — | — | |
| DLM-OneMBR=10, NFE=12026.04 | 36.3 | 58.39 | 80.84 | |
| DiffuSeqMBR=10, NFE=20002026.04 | 36.22 | 58.49 | 81.26 | |
| CMLMMBR=-, NFE=102026.04 | 35.26 | 58.46 | 81.83 | |
| DifformerMBR=10, NFE=202026.04 | 34.78 | 54.55 | 78.86 | |
| FlowSeqMBR=10, NFE=12026.04 | 29.02 | 53.74 | 72.46 | |
| TransformerMBR=-, NFE=-2026.04 | 26.93 | 49.07 | 73.81 | |
| GPT2-large FTMBR=-, NFE=-2026.04 | 26.93 | 51.11 | 78.82 | |
| DiffuSeq-v2MBR=10, NFE=102026.04 | 26.6 | 51.33 | 77.04 | |
| Meta-DiffuB (De3)Model Type=C2025.05 | 24.71 | — | — | |
| DINOISERMBR=10, NFE=202026.04 | 23.88 | 48.21 | 67.87 | |
| LevTMBR=-, NFE=-2026.04 | 20.52 | 44.02 | 72.54 |