Description on iEEG clinical dataset Background
92.3Avg Score (G, P, T)AAD-LLM
Evaluation Results
| Method | Links | |
|---|---|---|
| AAD-LLMAttention Strategy=brain-decoded, Training Data=clinical-15m2025.02 | 92.3 | |
| Qwen2-AudioSelection=Oracle, Fine-tuned=true2025.02 | 90.8 | |
| AAD-LLMAttention Strategy=oracle2025.02 | 90.4 | |
| AAD-LLMAttention Strategy=brain-decoded2025.02 | 89 | |
| Qwen2-AudioSelection=Extracted, Fine-tuned=true2025.02 | 77.6 | |
| Qwen2-AudioSelection=Random, Fine-tuned=true2025.02 | 68.2 | |
| LTU-ASIntention=None2025.02 | 52.2 | |
| SALMONNIntention=None2025.02 | 52 | |
| GAMAIntention=None2025.02 | 48.2 | |
| Qwen2-AudioSelection=Extracted, Fine-tuned=false2025.02 | 44.6 | |
| Qwen2-AudioSelection=Random, Fine-tuned=false2025.02 | 42.5 | |
| Qwen2-AudioIntention=None2025.02 | 40.1 | |
| WavLLMIntention=None2025.02 | 37.7 | |
| Qwen-AudioIntention=None2025.02 | 34.3 |