Dementia Classification on ADReSS
89.5AccuracyDeTAiL (self)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeTAiL (self)Base Model=Qwen2.5-Omni-7B, Post Training=Distilled GRPO2026.06 | 89.5 | 93.6 | |
| MLPBase Model=BERT+Whisper, Post Training=SFT2026.06 | 87.5 | 94.1 | |
| LinearBase Model=Llama3.2-1B-Instruct, Post Training=SFT2026.06 | 87.5 | — | |
| LoRABase Model=Qwen2.5-Omni-7B, Post Training=Distilled SFT2026.06 | 87.5 | 88.9 | |
| MLPBase Model=Qwen2.5-Omni-7B, Post Training=None2026.06 | 87.5 | 88.9 | |
| MLPBase Model=Qwen3-Omni-30B, Post Training=None2026.06 | 85.4 | 89.8 | |
| DeTAiL (teacher)Base Model=Qwen2.5-Omni-7B, Post Training=Distilled GRPO2026.06 | 85.4 | 92.4 | |
| LoRABase Model=Qwen2.5-Omni-7B, Post Training=Distilled GRPO2026.06 | 85.3 | 90.5 | |
| NoneBase Model=Qwen2.5-Omni-7B, Post Training=CoT2026.06 | 83.3 | — | |
| MLPBase Model=BERT+SpeechBERT, Post Training=SFT2026.06 | 82.9 | — | |
| MLPBase Model=Whisper, Post Training=SFT2026.06 | 80.8 | 87.7 | |
| LoRABase Model=Qwen2.5-Omni-7B, Post Training=GRPO2026.06 | 79 | 86.3 | |
| NoneBase Model=Qwen2.5-Omni-7B, Post Training=None2026.06 | 52.1 | 47.6 |