Sentence Interpolation Smoothness on ARGO randomly sampled 200 sentence pairs
0.282Average IScluster-supervised INN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| cluster-supervised INNtype=cluster-supervised, abbreviation=INN (C)2023.05 | 0.282 | 0.607 | 0.206 | |
| INN (C)Conditioning=Conditional2026.01 | 0.282 | 0.607 | 0.206 | |
| AutoEncoderBackbone=Bert-GPT22023.05 | 0.259 | 0.585 | 0.165 | |
| AutoEncoderBackbone=BERT-GPT22026.01 | 0.259 | 0.585 | 0.165 | |
| Delta2023.05 | 0.253 | 0.416 | 0.155 | |
| Della2026.01 | 0.253 | 0.416 | 0.155 | |
| unsupervised INNtype=unsupervised, abbreviation=INN (U)2023.05 | 0.251 | 0.54 | 0.159 | |
| INN (U)Conditioning=Unconditional2026.01 | 0.251 | 0.54 | 0.159 | |
| Optimus2023.05 | 0.22 | 0.525 | 0.13 | |
| Optimus2026.01 | 0.22 | 0.525 | 0.13 | |
| B-VAE2023.05 | 0.198 | 0.379 | 0.041 | |
| β-VAE2026.01 | 0.198 | 0.379 | 0.041 | |
| LAAE2023.05 | 0.172 | 0.347 | 0.056 | |
| LAAE2026.01 | 0.172 | 0.347 | 0.056 | |
| DAE2023.05 | 0.144 | 0.33 | 0.055 | |
| DAE2026.01 | 0.144 | 0.33 | 0.055 | |
| AAE2023.05 | 0.142 | 0.284 | 0.054 | |
| AAE2026.01 | 0.142 | 0.284 | 0.054 | |
| AdaVAE2023.05 | 0.085 | 0.105 | 0.05 | |
| AdaVAE2026.01 | 0.085 | 0.105 | 0.05 | |
| DAAE2023.05 | 0.055 | 0.061 | 0.023 | |
| DAAE2026.01 | 0.055 | 0.061 | 0.023 |