Depression Severity Estimation on DepSeverity
71.1Precision (Normal)GPT-4
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GPT-42024.09 | 71.1 | 76 | 73.4 | 23.9 | 28.3 | 26 | 21.9 | 17.1 | 19.2 | 21.4 | 13.6 | 16.7 | 53 | 51.8 | |
| InterMindInput Source=Patient2024.09 | 70.3 | 87.9 | 78.1 | 41.7 | 8.2 | 13.7 | 26.7 | 19.5 | 22.5 | 24.1 | 28.3 | 26 | 58.6 | 53.9 | |
| InterMindInput Source=Family2024.09 | 70 | 89.9 | 78.8 | 20 | 1.7 | 3.1 | 22.9 | 41 | 29.4 | 30.8 | 8.7 | 13.6 | 58.2 | 51.3 | |
| ChineseMentalBert2024.09 | 68.5 | 91.3 | 78.3 | 71.4 | 8.2 | 14.7 | 32 | 39 | 35.2 | 50 | 23.9 | 32.4 | 62.7 | 56.4 | |
| InterMindInput Source=Both2024.09 | 67.7 | 87.9 | 76.5 | 28.6 | 26.2 | 27.4 | 50 | 12.2 | 19.6 | 35 | 15.2 | 21.2 | 59.2 | 54.3 | |
| RoBerta2024.09 | 64.5 | 92.5 | 75.9 | 45 | 14.7 | 22.2 | 25 | 19.5 | 21.9 | 28.5 | 4.3 | 7.5 | 59.1 | 51.6 | |
| Baichuan2-7b2024.09 | 63.7 | 48.3 | 54.9 | 22.3 | 57.4 | 32.1 | 5.7 | 4.9 | 5.3 | 16.7 | 2.2 | 3.8 | 38.9 | 38.7 | |
| Chatglm3-6b2024.09 | 61.1 | 85 | 71.1 | 19.5 | 13.1 | 15.7 | 16.7 | 9.8 | 12.3 | 0 | 0 | 0 | 53 | 45.6 | |
| Llama2-Chinese-7b2024.09 | 59 | 98.1 | 73.7 | 27.3 | 4.9 | 8.3 | 0 | 0 | 0 | 0 | 0 | 0 | 58 | 44.4 | |
| BiLSTM2024.09 | 58.2 | 99.5 | 73.4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 58 | 42.8 |