Summarization on LibriTTS + DEMAND mixtures Background
46.3ROUGE-LAAD-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AAD-LLMSystem Setup=Intention-Informed AAD-LLM2025.02 | 46.3 | 45.4 | 91.5 | |
| Qwen2-AudioSystem Setup=Upper Bound: Oracle Speaker + Auditory LLM2025.02 | 45.6 | 45.9 | 91 | |
| Qwen2-AudioSystem Setup=Proposed Baseline: Extracted Speaker + Auditory LLM2025.02 | 41.8 | 41.6 | 90.3 | |
| Qwen2-AudioSystem Setup=Lower Bound: Random Speaker + Auditory LLM2025.02 | 28.4 | 26.9 | 87.8 | |
| WavLLMSystem Setup=Auditory LLM without Intention2025.02 | 19.4 | 18.9 | 85.9 | |
| GAMASystem Setup=Auditory LLM without Intention2025.02 | 18.6 | 16.9 | 84.8 | |
| Qwen-AudioSystem Setup=Auditory LLM without Intention2025.02 | 17.8 | 16.4 | 85.1 | |
| Qwen2-AudioSystem Setup=Auditory LLM without Intention2025.02 | 17.4 | 18.9 | 85.3 | |
| SALMONNSystem Setup=Auditory LLM without Intention2025.02 | 16.4 | 18 | 84.8 | |
| LTU-ASSystem Setup=Auditory LLM without Intention2025.02 | 14.3 | 16.9 | 85.8 |