Multi-aspect Controllable Text Generation on CompMCTG 1.0 (ACD)
85.54Aid ScoreDis-Lens
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Dis-LensApproach Type=Separate-Training based2024.04 | 85.54 | 90.87 | 49.52 | 112.6 | — | — | — | — | |
| Con. PrefixApproach Type=Joint-Training based2024.04 | 79.82 | 82.32 | 87.19 | 81.15 | — | — | — | — | |
| PriorApproach Type=Separate-Training based2024.04 | 78.24 | 113.73 | 50.05 | 97.63 | — | — | — | — | |
| DCGApproach Type=Joint-Training based2024.04 | 76.49 | 60.38 | 69.96 | 69.84 | — | — | — | — | |
| CTRLApproach Type=Joint-Training based2024.04 | 76.17 | 51.92 | 77.83 | 51.71 | — | — | — | — | |
| LLAMA-2Approach Type=LLM+In-context Learning2024.04 | 62.98 | 28.31 | 42.11 | 24.63 | — | — | — | — | |
| CatPromptApproach Type=Joint-Training based2024.04 | 59.39 | 76.69 | 60.53 | 98.08 | — | — | — | — | |
| FudgeApproach Type=Decoding-Time based2024.04 | 57.17 | 175.66 | 41.49 | 223.08 | — | — | — | — | |
| ChatGPTApproach Type=LLM+In-context Learning2024.04 | 57.13 | 18.27 | 49.75 | 18.22 | — | — | — | — | |
| PPLMApproach Type=Decoding-Time based2024.04 | 42.25 | 328.07 | 39.6 | 325.74 | — | — | — | — | |
| CatPromptMethod Paradigm=Joint-Training based2024.04 | — | — | — | — | 3.01 | 3.07 | 2.45 | 3.61 | |
| ChatGPTMethod Paradigm=LLM+In-Context Learning2024.04 | — | — | — | — | 2.75 | 4.88 | 2.57 | 4.74 | |
| Con. PrefixMethod Paradigm=Joint-Training based2024.04 | — | — | — | — | 4.15 | 3.23 | 3.52 | 3.12 | |
| CTRLMethod Paradigm=Joint-Training based2024.04 | — | — | — | — | 3.8 | 3.81 | 3.55 | 3.84 | |
| DCGMethod Paradigm=Joint-Training based2024.04 | — | — | — | — | 3.88 | 3.83 | 3.39 | 3.73 | |
| Dis-LensMethod Paradigm=Separate-Training based2024.04 | — | — | — | — | 4.44 | 3.21 | 2.42 | 2.91 | |
| FudgeMethod Paradigm=Decoding-Time based2024.04 | — | — | — | — | 2.59 | 1.9 | 1.97 | 2.24 | |
| LLaMA-2Method Paradigm=LLM+In-Context Learning2024.04 | — | — | — | — | 3.31 | 4.6 | 2.22 | 4.59 | |
| PPLMMethod Paradigm=Decoding-Time based2024.04 | — | — | — | — | 2.16 | 1.14 | 1.82 | 1.03 | |
| PriorMethod Paradigm=Separate-Training based2024.04 | — | — | — | — | 3.78 | 3.03 | 2.39 | 3.24 |