Rating Classification on Yelp
67.44AccuracyFederated Controllable Text Generation with Refinement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=40%2026.03 | 67.44 | 66.3 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=30%2026.03 | 67.17 | 66.11 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=20%2026.03 | 67.07 | 65.19 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=10%2026.03 | 66.61 | 64.6 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=5%2026.03 | 66.44 | 64.55 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=1%2026.03 | 65.41 | 62.89 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=30%2026.03 | 64.7 | 63.57 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=20%2026.03 | 64.64 | 62.85 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=40%2026.03 | 64.46 | 63.14 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=40%2026.03 | 64.28 | 61.68 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=20%2026.03 | 63.28 | 59.37 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=10%2026.03 | 63.26 | 60.02 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=30%2026.03 | 63.06 | 60.58 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=10%2026.03 | 62.8 | 58.19 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=5%2026.03 | 62.77 | 59.42 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=1%2026.03 | 61.49 | 57.55 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=5%2026.03 | 61.45 | 56.56 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=1%2026.03 | 51.13 | 37.55 | |
| Pretrained GPT-2Privacy Budget (ε)=8, Refinement=Enabled2026.03 | 46.32 | 32.95 | |
| Pretrained GPT-2Privacy Budget (ε)=∞, Refinement=Disabled2026.03 | 44.14 | 27.04 |