Named Entity Recognition on PubMed (non-IID)
87.39Macro F1Federated Controllable Text Generation with Refinement
Evaluation results
| Method | Links | |
|---|---|---|
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Client Data Distribution=D,C,M,N2026.03 | 87.39 | |
| Federated NER (No refinement baseline)Privacy Budget (ε)=∞, Client Data Distribution=D,C,M,N2026.03 | 86.41 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Client Data Distribution=D,C,M,N2026.03 | 85.23 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Client Data Distribution=M,N2026.03 | 85.21 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=8, Client Data Distribution=C,M,N2026.03 | 85.13 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Client Data Distribution=C,M,N2026.03 | 84.02 | |
| Federated NER (No refinement baseline)Privacy Budget (ε)=∞, Client Data Distribution=C,M,N2026.03 | 83.44 | |
| Federated NER (No refinement baseline)Privacy Budget (ε)=8, Client Data Distribution=D,C,M,N2026.03 | 81.99 | |
| Federated NER (No refinement baseline)Privacy Budget (ε)=8, Client Data Distribution=C,M,N2026.03 | 80.52 | |
| Federated NER (No refinement baseline)Privacy Budget (ε)=8, Client Data Distribution=M,N2026.03 | 80.35 | |
| Federated Controllable Text Generation with RefinementPrivacy Budget (ε)=∞, Client Data Distribution=M,N2026.03 | 65.29 | |
| Federated NER (No refinement baseline)Privacy Budget (ε)=∞, Client Data Distribution=M,N2026.03 | 57.83 |