Depression Detection on DAIC-WOZ (dev)
90F1 (avg)RED
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| REDMethod Category=LLM-based, Backbone=GPT-4o2025.03 | 90 | — | — | 87.83 | 92.17 | — | — | — | — | |
| SEGA++Method Category=NN-based2025.03 | 87.76 | — | — | 84.62 | 90.91 | — | — | — | — | |
| SEGAMethod Category=NN-based2025.03 | 84.93 | — | — | 81.48 | 88.37 | — | — | — | — | |
| Naive RAGMethod Category=LLM-based, Backbone=GPT-4o2025.03 | 84.39 | — | — | 78.97 | 88.05 | — | — | — | — | |
| Personal RAGMethod Category=LLM-based, Backbone=GPT-4o2025.03 | 84.39 | — | — | 79.87 | 88.92 | — | — | — | — | |
| w-GCNMethod Category=NN-based2025.03 | 83.81 | — | — | 78.26 | 89.36 | — | — | — | — | |
| MFM-AttMethod Category=NN-based2025.03 | 82.14 | — | — | 78.57 | 85.71 | — | — | — | — | |
| HCAGMethod Category=NN-based2025.03 | 81.64 | — | — | 76.92 | 86.36 | — | — | — | — | |
| Direct PromptMethod Category=LLM-based, Backbone=GPT-4o2025.03 | 78.9 | — | — | 74.07 | 83.72 | — | — | — | — | |
| EATD-FusionMethod Category=NN-based2025.03 | 77.34 | — | — | 69.57 | 85.11 | — | — | — | — | |
| WavLMCategory=Speech SSL Baselines2025.02 | 70 | 75 | 0.024 | — | — | — | — | — | — | |
| Transformer(Qwen) + ACMG w Cross-modalAudio=true, Text=true2026.04 | 69.39 | — | — | — | — | 71.79 | 68.48 | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama3 8B Instruct, Examples=42025.02 | 69.2 | 73.3 | 0.049 | — | — | — | — | — | — | |
| Wang et al. (2022)Audio=true, Text=true2026.04 | 68.34 | — | — | — | — | — | — | — | — | |
| HuBERTCategory=Speech SSL Baselines2025.02 | 66.7 | 76.2 | 0.052 | — | — | — | — | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama3 8B, Examples=42025.02 | 65.1 | 69.2 | 0.048 | — | — | — | — | — | — | |
| Transformer(Qwen)Audio=true, Text=true2026.04 | 64.38 | — | — | — | — | 64.77 | 64.13 | — | — | |
| Gomez-Zaragoza et al. (2025)Audio=true, Text=true2026.04 | 64.3 | — | — | — | — | — | — | — | — | |
| Llama2 13BMethod=Fine-tune, Examples=02025.02 | 63.6 | — | — | — | — | — | — | — | — | |
| Wav2Vec 2.0Category=Speech SSL Baselines2025.02 | 62.7 | 66.7 | 0.043 | — | — | — | — | — | — | |
| Text-RAGModel=Llama3 8B Instruct, Examples=12025.02 | 62.7 | 64.3 | 0.021 | — | — | — | — | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama3 8B Instruct, Examples=22025.02 | 62.4 | 62.5 | 0.002 | — | — | — | — | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama3 8B, Examples=22025.02 | 60.1 | 64 | 0.026 | — | — | — | — | — | — | |
| Al Hanai et al. (2018)Audio=false, Text=true2026.04 | 59 | — | — | — | — | 71 | 50 | — | — | |
| Llama2 7BMethod=Fine-tune, Examples=02025.02 | 57.8 | — | — | — | — | — | — | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama2 7B Chat, Examples=22025.02 | 56.3 | 60 | 0.032 | — | — | — | — | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama2 7B, Examples=22025.02 | 54.8 | 57.1 | 0.03 | — | — | — | — | — | — | |
| Llama2 13B ChatMethod=Fine-tune, Examples=02025.02 | 54.5 | — | — | — | — | — | — | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama2 13B Chat, Examples=22025.02 | 52.8 | 53.3 | 0.007 | — | — | — | — | — | — | |
| Llama3 8BMethod=Zero-shot, Examples=02025.02 | 52.8 | 53.7 | 0.008 | — | — | — | — | — | — | |
| Llama3 8B InstructMethod=Zero-shot, Examples=02025.02 | 51.7 | 53.7 | 0.021 | — | — | — | — | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama2 13B, Examples=22025.02 | 51.6 | 58.1 | 0.058 | — | — | — | — | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama3 8B, Examples=12025.02 | 50.7 | 57.1 | 0.047 | — | — | — | — | — | — | |
| Al Hanai et al. (2018)Audio=true, Text=false2026.04 | 50 | — | — | — | — | 71 | 38 | — | — | |
| Timing-RAG (SpeechT-RAG)Model=Llama3 8B Instruct, Examples=12025.02 | 49.7 | 50 | 0.007 | — | — | — | — | — | — | |
| Llama2 7B ChatMethod=Fine-tune, Examples=02025.02 | 48.8 | — | — | — | — | — | — | — | — | |
| Text-RAGModel=Llama3 8B, Examples=12025.02 | 45.8 | 48.7 | 0.02 | — | — | — | — | — | — | |
| Text-RAGModel=Llama3 8B Instruct, Examples=22025.02 | 30.4 | 31.6 | 0.008 | — | — | — | — | — | — | |
| Text-RAGModel=Llama3 8B, Examples=22025.02 | 29.2 | 31.6 | 0.038 | — | — | — | — | — | — | |
| Llama2 13BMethod=Zero-shot, Examples=02025.02 | 24.9 | 30 | 0.037 | — | — | — | — | — | — | |
| Llama2 7B ChatMethod=Zero-shot, Examples=02025.02 | 19.5 | 20.7 | 0.023 | — | — | — | — | — | — | |
| Llama2 13B ChatMethod=Zero-shot, Examples=02025.02 | 18.6 | 19.1 | 0.005 | — | — | — | — | — | — | |
| Llama2 7BMethod=Zero-shot, Examples=02025.02 | 17.3 | 18.2 | 0.011 | — | — | — | — | — | — | |
| CTDModality=Conversational Temporal Dynamics (CTD)2026.07 | — | — | — | — | — | — | — | 74.6 | 58.1 | |
| RoBERTa-LargeModality=Text (T)2026.07 | — | — | — | — | — | — | — | 69 | 51.7 | |
| RoBERTa-Large + CTDModality=T + CTD, Fusion=Convex-weighted late fusion2026.07 | — | — | — | — | — | — | — | 80.4 | 64.3 | |
| WavLM-LargeModality=Acoustic (A)2026.07 | — | — | — | — | — | — | — | 67.3 | 49.8 | |
| WavLM-Large + CTDModality=A + CTD, Fusion=Convex-weighted late fusion2026.07 | — | — | — | — | — | — | — | 77.5 | 61.8 | |
| WavLM-Large + RoBERTa-LargeModality=A + T, Fusion=Convex-weighted late fusion2026.07 | — | — | — | — | — | — | — | 70 | 52 | |
| WavLM-Large + RoBERTa-Large + CTD (Three-way Fusion)Modality=A + T + CTD, Fusion=Convex-weighted late fusion2026.07 | — | — | — | — | — | — | — | 80.4 | 64.3 |