Business Category Classification on Yelp non-IID synthetic
74.47Top-1 AccuracyFederated Controllable Text Generation with Refinement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Federated Controllable Text Generation with RefinementCategory classes=8 Categories, Privacy budget (ε)=∞, Refinement=true2026.03 | 74.47 | 72.41 | |
| Federated Controllable Text Generation with RefinementCategory classes=8 Categories, Privacy budget (ε)=∞, Refinement=false2026.03 | 74.45 | 71.78 | |
| Federated Controllable Text Generation with RefinementCategory classes=6 Categories, Privacy budget (ε)=∞, Refinement=true2026.03 | 73.35 | 71.13 | |
| Federated Controllable Text Generation with RefinementCategory classes=4 Categories, Privacy budget (ε)=∞, Refinement=true2026.03 | 73.24 | 70.83 | |
| Federated Controllable Text Generation with RefinementCategory classes=6 Categories, Privacy budget (ε)=∞, Refinement=false2026.03 | 73.15 | 70.73 | |
| Federated Controllable Text Generation with RefinementCategory classes=4 Categories, Privacy budget (ε)=∞, Refinement=false2026.03 | 73.02 | 70.21 | |
| Federated Controllable Text Generation with RefinementCategory classes=8 Categories, Privacy budget (ε)=8, Refinement=true2026.03 | 72.48 | 70.4 | |
| Federated Controllable Text Generation with RefinementCategory classes=8 Categories, Privacy budget (ε)=8, Refinement=false2026.03 | 71.57 | 69.36 | |
| Federated Controllable Text Generation with RefinementCategory classes=4 Categories, Privacy budget (ε)=8, Refinement=true2026.03 | 71.54 | 69.32 | |
| Federated Controllable Text Generation with RefinementCategory classes=6 Categories, Privacy budget (ε)=8, Refinement=true2026.03 | 71.53 | 69.82 | |
| Federated Controllable Text Generation with RefinementCategory classes=6 Categories, Privacy budget (ε)=8, Refinement=false2026.03 | 71.23 | 69.04 | |
| Federated Controllable Text Generation with RefinementCategory classes=4 Categories, Privacy budget (ε)=8, Refinement=false2026.03 | 71.18 | 68.96 | |
| Federated Controllable Text Generation with RefinementCategory classes=2 Categories, Privacy budget (ε)=∞, Refinement=true2026.03 | 70.64 | 67.68 | |
| Federated Controllable Text Generation with RefinementCategory classes=2 Categories, Privacy budget (ε)=∞, Refinement=false2026.03 | 70.06 | 66.99 | |
| Federated Controllable Text Generation with RefinementCategory classes=2 Categories, Privacy budget (ε)=8, Refinement=true2026.03 | 67.62 | 66.89 | |
| Federated Controllable Text Generation with RefinementCategory classes=2 Categories, Privacy budget (ε)=8, Refinement=false2026.03 | 67.13 | 65.4 |