Depression Detection on E-DAIC
75AccuracyDep-LLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Dep-LLMFoundation LLM=Gemma3-12B-Instruct2026.06 | 75 | 73.3 | 75 | 66.7 | 80 | |
| MentalRoBERTaModel Category=Domain-specific LLMs2026.06 | 73.2 | 71.1 | 74.2 | 63.4 | 78.9 | |
| Gemini-3.1-ProModel Category=Closed-Source Commercial LLMs2026.06 | 73.2 | 72.5 | 74.2 | 68.1 | 76.9 | |
| MentalBERTModel Category=Domain-specific LLMs2026.06 | 71.4 | 70.1 | 72.6 | 63.6 | 76.5 | |
| BioMistralModel Category=Domain-specific LLMs2026.06 | 71.4 | 63.5 | 70.2 | 46.7 | 80.5 | |
| MeditronModel Category=Domain-specific LLMs2026.06 | 71.4 | 68.9 | 72.4 | 60 | 77.8 | |
| Claude-Opus-4.6Model Category=Closed-Source Commercial LLMs2026.06 | 71.4 | 70.5 | 72.6 | 65.2 | 75.8 | |
| DeepSeek-V4Model Category=Closed-Source Commercial LLMs2026.06 | 71.4 | 68.9 | 72.4 | 60 | 77.8 | |
| ClinicalBERTModel Category=Domain-specific LLMs2026.06 | 69.6 | 66.6 | 70.5 | 56.4 | 76.7 | |
| MentaLLaMAModel Category=Domain-specific LLMs2026.06 | 69.6 | 64.6 | 69.9 | 51.4 | 77.9 | |
| GPT-5.5Model Category=Closed-Source Commercial LLMs2026.06 | 69.6 | 67.9 | 70.8 | 60.5 | 75.4 | |
| MentalAlpacaModel Category=Domain-specific LLMs2026.06 | 67.8 | 66.3 | 69.1 | 59.1 | 73.5 | |
| Grok-4.3Model Category=Closed-Source Commercial LLMs2026.06 | 64.2 | 62.6 | 65.7 | 54.5 | 70.6 |