Summarization on iEEG clinical dataset Foreground
60.9ROUGE-LAAD-LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AAD-LLMAttention Strategy=brain-decoded, Training Data=clinical-15m2025.02 | 60.9 | 59.7 | |
| Qwen2-AudioSelection=Oracle, Fine-tuned=true2025.02 | 59.7 | 61.1 | |
| AAD-LLMAttention Strategy=oracle2025.02 | 59.7 | 58.5 | |
| AAD-LLMAttention Strategy=brain-decoded2025.02 | 58.3 | 56.9 | |
| Qwen2-AudioSelection=Extracted, Fine-tuned=true2025.02 | 54.5 | 53.9 | |
| LTU-ASIntention=None2025.02 | 40.2 | 38.9 | |
| SALMONNIntention=None2025.02 | 39.9 | 39.3 | |
| Qwen2-AudioSelection=Extracted, Fine-tuned=false2025.02 | 37 | 41.3 | |
| WavLLMIntention=None2025.02 | 35.6 | 34.2 | |
| Qwen2-AudioSelection=Random, Fine-tuned=true2025.02 | 30.2 | 29.2 | |
| Qwen-AudioIntention=None2025.02 | 29.3 | 30 | |
| Qwen2-AudioIntention=None2025.02 | 27.5 | 29 | |
| Qwen2-AudioSelection=Random, Fine-tuned=false2025.02 | 24.4 | 24.2 | |
| GAMAIntention=None2025.02 | 19 | 17.1 |