Disease Classification on PubMed synthetic data IID setting
76.88Accuracy (C)Federated Controllable Text Generation with Refinement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=30%2026.03 | 76.88 | 76.91 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=40%2026.03 | 76.48 | 76.51 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=20%2026.03 | 75.28 | 75.13 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=40%2026.03 | 72.2 | 72.19 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=30%2026.03 | 71.8 | 71 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=20%2026.03 | 69.84 | 69.6 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=10%2026.03 | 68.96 | 68.74 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=5%2026.03 | 68.28 | 68.21 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=10%2026.03 | 67.6 | 67.04 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=Pre.2026.03 | 67.36 | 66.56 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=5%2026.03 | 63.84 | 63.75 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=40%2026.03 | 56.52 | 54.84 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=30%2026.03 | 56.32 | 53.58 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=Pre.2026.03 | 56.04 | 49.78 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=5%2026.03 | 54.96 | 42.83 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=10%2026.03 | 54.64 | 46.18 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=20%2026.03 | 54.48 | 48.84 |