Category Classification on Yelp
74.87AccuracyFederated Controllable Text Generation with Refinement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=10%2026.03 | 74.87 | 72.88 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=5%2026.03 | 74.85 | 72.99 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=40%2026.03 | 74.74 | 72.42 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=20%2026.03 | 74.69 | 72.8 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=30%2026.03 | 74.58 | 72.66 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Refinement=Disabled, Cs%=1%2026.03 | 73.67 | 71.29 | |
| Pretrained GPT-2Privacy Budget (ε)=8, Refinement=Enabled2026.03 | 73.56 | 68.18 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=40%2026.03 | 73.49 | 71.62 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=40%2026.03 | 72.61 | 70.11 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=10%2026.03 | 72.52 | 70.68 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=20%2026.03 | 72.47 | 70.6 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=30%2026.03 | 72.43 | 70.97 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=20%2026.03 | 71.58 | 69.41 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=30%2026.03 | 71.3 | 69.35 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=1%2026.03 | 71.26 | 69.81 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=10%2026.03 | 71.23 | 69.59 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Enabled, Cs%=5%2026.03 | 71.1 | 69.78 | |
| Pretrained GPT-2Privacy Budget (ε)=∞, Refinement=Disabled2026.03 | 70.44 | 62.4 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=5%2026.03 | 69.68 | 68.42 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Refinement=Disabled, Cs%=1%2026.03 | 68.15 | 67.29 |