Suicide Detection on Reddit Suicide Detection (test)
85.43RecallMentalLongformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MentalLongformerLearning Setting=Centralized2026.05 | 85.43 | 85.44 | |
| MentalBERTLearning Setting=Federated2026.05 | 83.95 | 84.09 | |
| BERTLearning Setting=Federated2026.05 | 82.65 | 82.8 | |
| RoBERTaLearning Setting=Centralized2026.05 | 82.59 | 82.63 | |
| DistilRoBERTaLearning Setting=Federated2026.05 | 81.63 | 81.79 | |
| MentalLongformerLearning Setting=Federated2026.05 | 81.56 | 81.73 | |
| RoBERTaLearning Setting=Federated2026.05 | 81.51 | 81.62 | |
| BERTLearning Setting=Centralized2026.05 | 81.48 | 81.6 | |
| DistilRoBERTaLearning Setting=Centralized2026.05 | 81.15 | 81.27 | |
| MentalBERTLearning Setting=Centralized2026.05 | 79.84 | 79.97 | |
| DistilBERTLearning Setting=Centralized2026.05 | 79.22 | 79.35 | |
| DistilBERTLearning Setting=Federated2026.05 | 77.81 | 77.75 | |
| Logistic RegressionLearning Setting=Federated2026.05 | 65.24 | 65.12 | |
| Logistic RegressionLearning Setting=Centralized2026.05 | 60.5 | 59.62 |