Sentiment Controlled Text Generation on Amazon Reviews
11.99PPL (Pos.)ScoPE + EDG
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ScoPE + EDGBackbone=GPT2-XL, N=10, EDG=true2023.11 | 11.99 | 12.55 | 0.99 | 0.8455 | 0.8619 | 0.6363 | |
| ScoPEBackbone=GPT2-XL, N=102023.11 | 12.01 | 12.84 | 0.9557 | 0.6429 | 0.7704 | 0.4104 | |
| ScoPEBackbone=GPT2-XL, N=102023.11 | 12.6 | 12.91 | 0.5441 | 0.8801 | 0.559 | 0.8788 | |
| ScoPE + EDGBackbone=GPT2-XL, N=10, EDG=true2023.11 | 12.79 | 13.08 | 0.7959 | 0.954 | 0.8184 | 0.9443 | |
| Mix&MatchBackbone=GPT2-XL2023.11 | 15.94 | 16.71 | 0.9869 | 0.8141 | 0.552 | 0.1766 | |
| Mix&MatchBackbone=GPT2-XL2023.11 | 16.4 | 16.55 | 0.5582 | 0.9257 | 0.2014 | 0.6665 | |
| DExpertsBackbone=GPT2-XL2023.11 | 44.83 | 69.03 | 0.9138 | 0.9937 | 0.9052 | 0.9787 | |
| GeDiBackbone=GPT2-XL2023.11 | 80.51 | 94.64 | 0.7382 | 0.9558 | 0.7491 | 0.9149 | |
| GeDiBackbone=GPT2-XL2023.11 | 90.59 | 74.19 | 0.9765 | 0.6752 | 0.672 | 0.4564 | |
| DExpertsBackbone=GPT2-XL2023.11 | 192.07 | 123.82 | 0.9948 | 0.818 | 0.8026 | 0.6182 |