Persons Classification on PubMed synthetic data IID setting
81.56Macro AccuracyFederated Controllable Text Generation with Refinement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=30%2026.03 | 81.56 | 81.66 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=40%2026.03 | 81.52 | 81.59 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=40%2026.03 | 81.36 | 81.46 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=20%2026.03 | 80.8 | 80.73 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=30%2026.03 | 80.56 | 80.6 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=10%2026.03 | 80 | 80.08 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=20%2026.03 | 79 | 79.1 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=5%2026.03 | 78.84 | 78.93 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=10%2026.03 | 77.96 | 78.04 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=5%2026.03 | 72.04 | 71.73 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=40%2026.03 | 61.44 | 60.64 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=30%2026.03 | 60.92 | 59.04 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=20%2026.03 | 60.44 | 54.89 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=10%2026.03 | 58.24 | 54.71 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=true, Participation (Part.)=Pre.2026.03 | 58.04 | 55.8 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=8, refinement=false, Participation (Part.)=5%2026.03 | 57.44 | 52.93 | |
| Federated Controllable Text Generation with Refinementepsilon (ε)=∞, refinement=false, Participation (Part.)=Pre.2026.03 | 57.08 | 52.26 |