Summarization on iEEG clinical dataset Background
46.3ROUGE-LQwen2-Audio
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen2-AudioSelection=Oracle, Fine-tuned=true2025.02 | 46.3 | 47.6 | |
| AAD-LLMAttention Strategy=brain-decoded, Training Data=clinical-15m2025.02 | 44.9 | 45.6 | |
| AAD-LLMAttention Strategy=oracle2025.02 | 42.7 | 43.2 | |
| AAD-LLMAttention Strategy=brain-decoded2025.02 | 42.3 | 42.5 | |
| Qwen2-AudioSelection=Extracted, Fine-tuned=true2025.02 | 41 | 40.5 | |
| WavLLMIntention=None2025.02 | 38.3 | 38.4 | |
| SALMONNIntention=None2025.02 | 36.5 | 35.9 | |
| Qwen2-AudioSelection=Random, Fine-tuned=true2025.02 | 29.6 | 27.8 | |
| Qwen2-AudioSelection=Extracted, Fine-tuned=false2025.02 | 28.2 | 33.4 | |
| LTU-ASIntention=None2025.02 | 27.9 | 31 | |
| Qwen-AudioIntention=None2025.02 | 24.5 | 22.8 | |
| GAMAIntention=None2025.02 | 22.6 | 23.6 | |
| Qwen2-AudioSelection=Random, Fine-tuned=false2025.02 | 19 | 21 | |
| Qwen2-AudioIntention=None2025.02 | 15.8 | 15.9 |