Topic Control on AGNews (test)
97.8Avg Topic AccuracyPriorControl + extend
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PriorControl + extendControl Optimization Strategy=Optimization in the Latent Space, Method Variant=Extended2022.12 | 97.8 | 97.9 | 99.4 | 94 | 99.8 | 54.6 | 29.8 | 70.5 | 86.8 | |
| PriorControlControl Optimization Strategy=Optimization in the Latent Space2022.12 | 95.9 | 95.5 | 99.3 | 90.2 | 98.7 | 54.3 | 29.1 | 70.1 | 86.9 | |
| GeDi rawControl Optimization Strategy=Biasing during Decoding, Method Variant=Raw2022.12 | 90.8 | 84.3 | 92.6 | 87.1 | 99.2 | 134.1 | 47.5 | 88.9 | 93 | |
| DiscreteControl Optimization Strategy=Optimization in the Latent Space2022.12 | 90.4 | 84.5 | 95 | 84.6 | 97.5 | 46.2 | 36.9 | 76.3 | 87 | |
| Con. PrefixControl Optimization Strategy=Optimization in the Latent Space2022.12 | 86.7 | 74.5 | 85.3 | 93.5 | 93.6 | 37.7 | 17.3 | 47 | 71.1 | |
| GeDiControl Optimization Strategy=Biasing during Decoding2022.12 | 83.2 | 73.4 | 85.7 | 75.7 | 98 | 81.6 | 38.1 | 74 | 78.4 | |
| PrefixControl Optimization Strategy=Optimization in the Latent Space2022.12 | 82.4 | 72.2 | 81.1 | 84.9 | 91.5 | 20.8 | 16.3 | 43.8 | 67.5 | |
| Mix&MatchControl Optimization Strategy=Optimization in the Language Space2022.12 | 75.6 | 79.5 | 57.4 | 69.6 | 99.3 | 65.2 | 31.5 | 74.8 | 88.8 | |
| MUCOCOControl Optimization Strategy=Optimization in the Language Space2022.12 | 73.5 | 56.9 | 67.3 | 72.3 | 97.5 | 381.7 | 22.5 | 49.9 | 64.3 | |
| PPLMControl Optimization Strategy=Biasing during Decoding2022.12 | 70.6 | 74.9 | 46.5 | 62.4 | 98.6 | 63.2 | 31.1 | 70.9 | 85.9 | |
| LatentOpsControl Optimization Strategy=Optimization in the Latent Space2022.12 | 69.4 | 54.3 | 61.1 | 72.4 | 89.6 | 58.8 | 13.5 | 48.3 | 62.8 |