PHQ-8 Score Estimation on DAIC-WOZ (test)
2.89MAE (Stage 1)Psycho Analyst (GPT4)
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Psycho Analyst (GPT4)Background Knowledge=D5P8 + Data Description and Training Set2026.05 | 2.89 | 3.69 | 67 | 2.96 | 3.81 | 0.64 | 1.53 | 2.26 | 88 | |
| Psycho Analyst (GPT4)Background Knowledge=DSM-5 + PHQ-82026.05 | 3.04 | 4.16 | 58 | 2.91 | 3.98 | 0.61 | 1.64 | 2.59 | 84 | |
| Psycho Analyst (GPT4)Background Knowledge=PHQ-82026.05 | 3.28 | 4.39 | 53 | 3.32 | 4.49 | 0.51 | 1.68 | 2.95 | 79 | |
| Psycho Analyst (GPT4)Background Knowledge=DSM-52026.05 | 3.98 | 5.22 | 33 | 3 | 4.19 | 0.57 | 1.57 | 2.78 | 81 | |
| GPT-4oBackground Knowledge=No Background2026.05 | 4.04 | 5.4 | 29 | 3.45 | 4.78 | 0.44 | 1.29 | 2.44 | 85 | |
| Psycho Analyst (GPT4)Background Knowledge=No Background2026.05 | 4.42 | 5.59 | 24 | 3.53 | 5 | 0.39 | 1.57 | 2.72 | 82 | |
| Mixtral 8*7B2026.05 | 4.88 | 6.11 | 14 | 5.93 | 7.35 | -0.5 | 5.44 | 6.94 | 0 |