Summarization on LibriTTS + DEMAND mixtures Foreground
49.7ROUGE-LQwen2-Audio
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Qwen2-AudioSystem Setup=Upper Bound: Oracle Speaker + Auditory LLM2025.02 | 49.7 | 49 | 92.2 | |
| AAD-LLMSystem Setup=Intention-Informed AAD-LLM2025.02 | 46.4 | 45.2 | 91.6 | |
| Qwen2-AudioSystem Setup=Proposed Baseline: Extracted Speaker + Auditory LLM2025.02 | 44.1 | 42.7 | 91.2 | |
| Qwen2-AudioSystem Setup=Lower Bound: Random Speaker + Auditory LLM2025.02 | 27.4 | 25.7 | 88.3 | |
| Qwen2-AudioSystem Setup=Auditory LLM without Intention2025.02 | 18.5 | 20.4 | 85.5 | |
| GAMASystem Setup=Auditory LLM without Intention2025.02 | 17.8 | 16.4 | 85.1 | |
| SALMONNSystem Setup=Auditory LLM without Intention2025.02 | 17.6 | 19.2 | 85.4 | |
| Qwen-AudioSystem Setup=Auditory LLM without Intention2025.02 | 17.5 | 18.1 | 85.1 | |
| WavLLMSystem Setup=Auditory LLM without Intention2025.02 | 17.4 | 15.2 | 84.7 | |
| LTU-ASSystem Setup=Auditory LLM without Intention2025.02 | 15.4 | 16.8 | 84.6 |