Controllable Language Generation on -ve Sentiment Pointwise Constraint
0.94Dist-3Reinforce
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Reinforce2022.06 | 0.94 | 1 | 88.48 | 70.38 | 0.83 | 0.96 | 0.97 | 0.93 | — | — | |
| Ziegler2022.06 | 0.94 | 0.95 | 6.12 | 6 | 0.84 | 0.95 | 0.96 | 0.92 | — | — | |
| GDC2022.06 | 0.94 | 0.52 | 1.72 | 1.79 | 0.86 | 0.95 | 0.94 | 0.88 | — | — | |
| GDC++2022.06 | 0.94 | 0.51 | 1.66 | 1.63 | 0.86 | 0.95 | 0.93 | 0.88 | — | — | |
| Original LM2022.06 | 0.92 | 0.13 | 2.14 | 0.01 | 0.86 | 0.94 | 0.9 | 0.82 | — | — | |
| DGLMGuidance=None2024.08 | 0.868 | — | — | — | — | — | — | — | 69.4 | 35.6 | |
| DGLMGuidance=5.02024.08 | 0.867 | — | — | — | — | — | — | — | 29.7 | 34.6 | |
| DGLMGuidance=10.02024.08 | 0.866 | — | — | — | — | — | — | — | 17.6 | 33.6 | |
| GPT-22024.08 | 0.861 | — | — | — | — | — | — | — | 62.1 | 53.6 | |
| DGLMGuidance=20.02024.08 | 0.861 | — | — | — | — | — | — | — | 11.2 | 33.3 | |
| PPLM2024.08 | 0.859 | — | — | — | — | — | — | — | 54 | 199.1 | |
| DAPT2024.08 | 0.855 | — | — | — | — | — | — | — | 46.6 | 30.3 | |
| DGLMGuidance=50.02024.08 | 0.852 | — | — | — | — | — | — | — | 6.8 | 33.4 | |
| DGLMGuidance=100.02024.08 | 0.847 | — | — | — | — | — | — | — | 4.8 | 32.8 | |
| DGLMGuidance=500.02024.08 | 0.842 | — | — | — | — | — | — | — | 5.3 | 27 | |
| DExperts2024.08 | 0.837 | — | — | — | — | — | — | — | 8.2 | 61.7 | |
| GeDi2024.08 | 0.832 | — | — | — | — | — | — | — | 9.7 | 170.7 |