Anatomy Classification on PubMed synthetic data IID setting
72.04Accuracy (A)Federated Controllable Text Generation with Refinement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=40%2026.03 | 72.04 | 72.06 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=30%2026.03 | 71.8 | 71.66 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=20%2026.03 | 64.68 | 64.68 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=40%2026.03 | 62.72 | 63.2 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=30%2026.03 | 62.24 | 61.54 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=20%2026.03 | 62 | 60.26 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=10%2026.03 | 60.24 | 57.97 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=5%2026.03 | 60 | 59.65 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=10%2026.03 | 59.6 | 57.42 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=5%2026.03 | 58.36 | 54.95 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=40%2026.03 | 56.64 | 53.92 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=30%2026.03 | 56.36 | 53.21 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=20%2026.03 | 56.28 | 52.96 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=10%2026.03 | 56.21 | 51.55 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=Pre.2026.03 | 55.36 | 44.74 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=Pre.2026.03 | 52.8 | 37.38 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=5%2026.03 | 52.24 | 50.99 |