Depression Detection on RSDD (test)
85F1 ScorePHQ9 (scores)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PHQ9 (scores)Prompt/Train source=eRisk2022.04 | 85 | — | |
| PHQ9 (vectors)Prompt/Train source=eRisk2022.04 | 83 | — | |
| PHQ9 (scores)Prompt/Train source=TRT2022.04 | 71 | — | |
| PHQ9 (vectors)Prompt/Train source=TRT2022.04 | 69 | — | |
| GPT-3Prompt/Train source=TRT, Few-shot=4 examples per class2022.04 | 61 | — | |
| PHQ9PlusTrain=RSDD, Number of posts=4002022.04 | 55 | 0.86 | |
| GPT-3Prompt/Train source=eRisk, Few-shot=4 examples per class2022.04 | 54 | — | |
| Unconstrained (BERT)Train=RSDD, Number of posts=all2022.04 | 53 | 0.86 | |
| CNN(400)Train=RSDD, Number of posts=4002022.04 | 51 | — | |
| PHQ9 (vectors)Train=RSDD, Number of posts=4002022.04 | 49 | 0.85 | |
| PHQ9 (scores)Train=RSDD, Number of posts=4002022.04 | 47 | 0.85 | |
| PHQ9 (vectors)Train=eRisk, Number of posts=4002022.04 | 39 | 0.82 | |
| PHQ9 (scores)Train=eRisk, Number of posts=4002022.04 | 38 | 0.81 | |
| Pattern (CNN)Train=RSDD, Number of posts=4002022.04 | 36 | 0.74 | |
| Unconstrained (BERT)Train=eRisk, Number of posts=all2022.04 | 36 | 0.81 | |
| Pattern (threshold)Train=TRT, Number of posts=4002022.04 | 35 | — | |
| PHQ9 (scores)Train=TRT, Number of posts=4002022.04 | 35 | 0.78 | |
| Pattern (threshold)Train=RSDD, Number of posts=4002022.04 | 35 | — | |
| PHQ9PlusTrain=eRisk, Number of posts=4002022.04 | 35 | 0.79 | |
| Pattern (threshold)Train=eRisk, Number of posts=4002022.04 | 32 | — | |
| PHQ9 (vectors)Train=TRT, Number of posts=4002022.04 | 31 | 0.73 | |
| Pattern (CNN)Train=eRisk, Number of posts=4002022.04 | 31 | 0.73 | |
| Pattern (CNN)Train=TRT, Number of posts=4002022.04 | 26 | 0.71 | |
| Unconstrained (BERT)Train=TRT, Number of posts=all2022.04 | 22 | 0.66 | |
| PHQ9PlusTrain=TRT, Number of posts=4002022.04 | 21 | 0.59 |