Depression Identification on X (Twitter) (test)
0.8582RecallMentalLongformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MentalLongformerTraining Protocol=Centralized2026.05 | 0.8582 | 0.8563 | |
| MentalLongformerTraining Protocol=Federated2026.05 | 0.8299 | 0.8316 | |
| DistilRoBERTaTraining Protocol=Federated2026.05 | 0.7963 | 0.7973 | |
| DistilRoBERTaTraining Protocol=Centralized2026.05 | 0.7932 | 0.7947 | |
| RoBERTaTraining Protocol=Centralized2026.05 | 0.7926 | 0.7903 | |
| BERTTraining Protocol=Centralized2026.05 | 0.7873 | 0.7886 | |
| BERTTraining Protocol=Federated2026.05 | 0.7762 | 0.7757 | |
| DistilBERTTraining Protocol=Federated2026.05 | 0.7733 | 0.7742 | |
| MentalBERTTraining Protocol=Federated2026.05 | 0.7725 | 0.7708 | |
| MentalBERTTraining Protocol=Centralized2026.05 | 0.7694 | 0.7674 | |
| RoBERTaTraining Protocol=Federated2026.05 | 0.7685 | 0.7683 | |
| DistilBERTTraining Protocol=Centralized2026.05 | 0.7671 | 0.7676 | |
| Logistic RegressionTraining Protocol=Centralized2026.05 | 0.7359 | 0.7367 | |
| Logistic RegressionTraining Protocol=Federated2026.05 | 0.6903 | 0.6906 |