Classification (Persons) on PubMed synthetic data non-IID
81.52AccuracyFederated Controllable Text Generation
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Federated Controllable Text GenerationBias=D, C, M, N, epsilon=inf, refinement=true2026.03 | 81.52 | 81.55 | |
| Federated Controllable Text GenerationBias=C, M, N, epsilon=inf, refinement=true2026.03 | 81.24 | 81.25 | |
| Federated Controllable Text GenerationBias=D, C, M, N, epsilon=inf, refinement=false2026.03 | 77.44 | 77.42 | |
| Federated Controllable Text GenerationBias=D, C, M, N, epsilon=8, refinement=true2026.03 | 77.31 | 76.38 | |
| Federated Controllable Text GenerationBias=C, M, N, epsilon=8, refinement=true2026.03 | 75.21 | 74.32 | |
| Federated Controllable Text GenerationBias=M, N, epsilon=inf, refinement=true2026.03 | 74.08 | 73.15 | |
| Federated Controllable Text GenerationBias=M, N, epsilon=inf, refinement=false2026.03 | 73.36 | 73.07 | |
| Federated Controllable Text GenerationBias=D, C, M, N, epsilon=8, refinement=false2026.03 | 73.26 | 72.45 | |
| Federated Controllable Text GenerationBias=C, M, N, epsilon=inf, refinement=false2026.03 | 73.16 | 73.27 | |
| Federated Controllable Text GenerationBias=M, N, epsilon=8, refinement=true2026.03 | 71.34 | 70.46 | |
| Federated Controllable Text GenerationBias=C, M, N, epsilon=8, refinement=false2026.03 | 69.32 | 69.18 | |
| Federated Controllable Text GenerationBias=M, N, epsilon=8, refinement=false2026.03 | 69.27 | 68.31 |