Rating Classification on Yelp synthetic (non-IID)
65.63Acc.-2Federated Controllable Text Generation with Refinement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Federated Controllable Text Generation with RefinementRating classes=1, 3, & 5 stars, Privacy budget (ε)=∞, Refinement=true2026.03 | 65.63 | 63.21 | |
| Federated Controllable Text Generation with RefinementRating classes=1, 3, & 5 stars, Privacy budget (ε)=∞, Refinement=false2026.03 | 64.75 | 61.74 | |
| Federated Controllable Text Generation with RefinementRating classes=1 & 5 stars, Privacy budget (ε)=∞, Refinement=true2026.03 | 62.34 | 60.17 | |
| Federated Controllable Text Generation with RefinementRating classes=1, 3, & 5 stars, Privacy budget (ε)=8, Refinement=true2026.03 | 62.32 | 60.78 | |
| Federated Controllable Text Generation with RefinementRating classes=1, 3, & 5 stars, Privacy budget (ε)=8, Refinement=false2026.03 | 60.84 | 57.4 | |
| Federated Controllable Text Generation with RefinementRating classes=3 & 5 stars, Privacy budget (ε)=∞, Refinement=true2026.03 | 60.23 | 61.16 | |
| Federated Controllable Text Generation with RefinementRating classes=1 & 5 stars, Privacy budget (ε)=8, Refinement=true2026.03 | 60.08 | 58.76 | |
| Federated Controllable Text Generation with RefinementRating classes=3 & 5 stars, Privacy budget (ε)=8, Refinement=true2026.03 | 59.04 | 58.28 | |
| Federated Controllable Text Generation with RefinementRating classes=1 & 3 stars, Privacy budget (ε)=∞, Refinement=true2026.03 | 58.98 | 48.99 | |
| Federated Controllable Text Generation with RefinementRating classes=1 & 3 stars, Privacy budget (ε)=8, Refinement=true2026.03 | 57.9 | 47.78 | |
| Federated Controllable Text Generation with RefinementRating classes=3 & 5 stars, Privacy budget (ε)=∞, Refinement=false2026.03 | 57.48 | 53.94 | |
| Federated Controllable Text Generation with RefinementRating classes=1 & 5 stars, Privacy budget (ε)=∞, Refinement=false2026.03 | 57.01 | 49.71 | |
| Federated Controllable Text Generation with RefinementRating classes=1 & 5 stars, Privacy budget (ε)=8, Refinement=false2026.03 | 56.58 | 48.53 | |
| Federated Controllable Text Generation with RefinementRating classes=3 & 5 stars, Privacy budget (ε)=8, Refinement=false2026.03 | 56.32 | 51.55 | |
| Federated Controllable Text Generation with RefinementRating classes=1 & 3 stars, Privacy budget (ε)=∞, Refinement=false2026.03 | 53.94 | 40.07 | |
| Federated Controllable Text Generation with RefinementRating classes=1 & 3 stars, Privacy budget (ε)=8, Refinement=false2026.03 | 52.66 | 38.95 |