Sentiment Control on IMDb (test)
99.7Sentiment Accuracy (Avg)PriorControl + extend
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PriorControl + extendControl Optimization Strategy=Optimization in the Latent Space, Method Variant=Extended2022.12 | 99.7 | 99.9 | 99.5 | 54.6 | 29.8 | 70.5 | 86.8 | — | |
| PriorControlControl Optimization Strategy=Optimization in the Latent Space2022.12 | 97.1 | 99.9 | 94.3 | 54.3 | 29.1 | 70.1 | 86.9 | — | |
| DiscreteControl Optimization Strategy=Optimization in the Latent Space2022.12 | 92.5 | 99.1 | 85.9 | 46.2 | 36.9 | 76.3 | 87 | — | |
| LatentOpsControl Optimization Strategy=Optimization in the Latent Space2022.12 | 91.1 | 88.3 | 93.9 | 58.8 | 13.5 | 48.3 | 62.8 | — | |
| Con. PrefixControl Optimization Strategy=Optimization in the Latent Space2022.12 | 89.5 | 88.4 | 90.6 | 37.7 | 17.3 | 47 | 71.1 | — | |
| GeDi rawControl Optimization Strategy=Biasing during Decoding, Method Variant=Raw2022.12 | 88.4 | 96.6 | 80.2 | 134.1 | 47.5 | 88.9 | 93 | — | |
| Mix&MatchControl Optimization Strategy=Optimization in the Language Space2022.12 | 82.8 | 99.2 | 63.3 | 65.2 | 31.5 | 74.8 | 88.8 | — | |
| GeDiControl Optimization Strategy=Biasing during Decoding2022.12 | 82.3 | 93.9 | 70.7 | 81.6 | 38.1 | 74 | 78.4 | — | |
| PrefixControl Optimization Strategy=Optimization in the Latent Space2022.12 | 81.6 | 86.8 | 76.4 | 20.8 | 16.3 | 43.8 | 67.5 | — | |
| PPLMControl Optimization Strategy=Biasing during Decoding2022.12 | 80 | 97.2 | 62.7 | 63.2 | 31.1 | 70.9 | 85.9 | — | |
| MUCOCOControl Optimization Strategy=Optimization in the Language Space2022.12 | 75.4 | 95.5 | 55.3 | 381.7 | 22.5 | 49.9 | 64.3 | — |