Multi-aspect Controllable Text Generation on CompMCTG 1.0 (Original)
85.46Aid ScoreDis-Lens
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Dis-LensApproach Type=Separate-Training based2024.04 | 85.46 | 123.72 | — | — | |
| Con. PrefixApproach Type=Joint-Training based2024.04 | 83.99 | 79.29 | — | — | |
| DCGApproach Type=Joint-Training based2024.04 | 79.93 | 56.37 | — | — | |
| CTRLApproach Type=Joint-Training based2024.04 | 79.1 | 54.17 | — | — | |
| PriorApproach Type=Separate-Training based2024.04 | 73.85 | 119.91 | — | — | |
| CatPromptApproach Type=Joint-Training based2024.04 | 63.91 | 74.53 | — | — | |
| LLAMA-2Approach Type=LLM+In-context Learning2024.04 | 61.53 | 27.3 | — | — | |
| FudgeApproach Type=Decoding-Time based2024.04 | 60.12 | 178.51 | — | — | |
| ChatGPTApproach Type=LLM+In-context Learning2024.04 | 57.51 | 18.03 | — | — | |
| PPLMApproach Type=Decoding-Time based2024.04 | 40.91 | 322.59 | — | — | |
| CatPromptMethod Paradigm=Joint-Training based2024.04 | — | — | 3.23 | 3.52 | |
| ChatGPTMethod Paradigm=LLM+In-Context Learning2024.04 | — | — | 2.89 | 4.78 | |
| Con. PrefixMethod Paradigm=Joint-Training based2024.04 | — | — | 4.22 | 3.44 | |
| CTRLMethod Paradigm=Joint-Training based2024.04 | — | — | 3.98 | 3.87 | |
| DCGMethod Paradigm=Joint-Training based2024.04 | — | — | 3.92 | 3.8 | |
| Dis-LensMethod Paradigm=Separate-Training based2024.04 | — | — | 4.24 | 2.86 | |
| FudgeMethod Paradigm=Decoding-Time based2024.04 | — | — | 2.88 | 2.35 | |
| LLaMA-2Method Paradigm=LLM+In-Context Learning2024.04 | — | — | 3.12 | 4.56 | |
| PPLMMethod Paradigm=Decoding-Time based2024.04 | — | — | 2.07 | 1.12 | |
| PriorMethod Paradigm=Separate-Training based2024.04 | — | — | 3.67 | 2.96 |