Depression Detection on DAIC-WOZ (val)
84.75AccuracyTAAC
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| TAACEncryption State=Unencrypted2026.03 | 84.75 | 88 | 86 | 87 | — | — | — | — | — | — | |
| Homomorphic EncryptionMethod Type=Encrypted2026.03 | 84.23 | 88 | 86 | 87 | — | — | — | — | — | — | |
| TAACEncryption State=Encrypted, Encryption Strength=102026.03 | 83.62 | 92 | 84 | 88 | — | — | — | — | — | — | |
| GPT-4-turbo BaselineModel=GPT-4-turbo, Strategy=Baseline2026.05 | 83 | — | — | 75 | 81 | 81 | 81 | 81 | 2.54 | 3.08 | |
| GPT-4-turbo SMMR EnhancedModel=GPT-4-turbo, Strategy=SMMR Enhanced2026.05 | 83 | — | — | 79 | 82 | 82 | 85 | 85 | 2.43 | 3.37 | |
| TAACEncryption State=Encrypted, Encryption Strength=52026.03 | 80.17 | 88 | 85 | 86 | — | — | — | — | — | — | |
| GPT-3.5-turbo SMMR EnhancedModel=GPT-3.5-turbo, Strategy=SMMR Enhanced2026.05 | 80 | — | — | 76 | 79 | 80 | 83 | 83 | 3.29 | 3.96 | |
| TAACEncryption State=Encrypted, Encryption Strength=252026.03 | 78.28 | 91 | 80 | 85 | — | — | — | — | — | — | |
| Chaos Maps-Based EncryptionMethod Type=Encrypted2026.03 | 64 | 72 | 83 | 77 | — | — | — | — | — | — | |
| GPT-3.5-turbo BaselineModel=GPT-3.5-turbo, Strategy=Baseline2026.05 | 60 | — | — | 63 | 60 | 73 | 70 | 70 | 4.86 | 5.54 |