Controllable Text Generation on Multi-Attribute Control
92.2Average ScorePriorControl
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PriorControlOptimization Strategy=Optimization in the Latent Space, plus_optim=true2022.12 | 92.2 | 92.5 | 89.3 | 94.9 | 29.6 | 51.6 | |
| PriorControlOptimization Strategy=Optimization in the Latent Space, plus_optim=false2022.12 | 89.9 | 88 | 87.4 | 94.3 | 34.7 | 55.5 | |
| DiscreteOptimization Strategy=Optimization in the Latent Space2022.12 | 87.4 | 86.7 | 84.8 | 90.7 | 28.4 | 49.5 | |
| LatentOpsOptimization Strategy=Optimization in the Latent Space2022.12 | 81.6 | 82.9 | 67.6 | 94.2 | 52.2 | 45.4 | |
| GeDiOptimization Strategy=Biasing during Decoding2022.12 | 81.4 | 76.1 | 73.8 | 94.2 | 116.6 | 75.1 | |
| Contrastive PrefixOptimization Strategy=Optimization in the Latent Space, Configuration=semi-supervised2022.12 | 81.3 | 74.4 | 76.9 | 92.7 | 31.9 | 43.3 | |
| Mix&MatchOptimization Strategy=Optimization in the Language Space2022.12 | 79.7 | 73.5 | 69.9 | 95.8 | 63 | 61.8 | |
| Contrastive PrefixOptimization Strategy=Optimization in the Latent Space, Configuration=concatenation2022.12 | 77.2 | 67.3 | 71.8 | 92.6 | 54.6 | 39.9 | |
| MUCOCOOptimization Strategy=Optimization in the Language Space2022.12 | 73.9 | 65 | 67.2 | 89.5 | 405.6 | 49.7 | |
| PPLMOptimization Strategy=Biasing during Decoding2022.12 | 71 | 64.7 | 63.5 | 84.9 | 62.6 | 62 |