Multimodal Empathetic Response Generation on IEMOCAP
37.25Distinct-1 (Dist-1)Multi-agent framework for MERG
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Multi-agent framework for MERGMethod Category=MultiAgent methods2026.04 | 37.25 | 1.94 | 81.1 | 83.87 | 84.03 | 86.64 | 85.28 | 3.84 | 3.96 | 4.91 | |
| Llama 3.2-11BMethod Category=LLM-based methods2026.04 | 3.95 | 7.62 | 22.08 | 60.52 | 82.31 | 82.06 | 82.18 | 3.31 | 3.44 | 4.59 | |
| GPT-4-VMethod Category=LLM-based methods, Number of shots=5-shot2026.04 | 3.89 | — | 26.06 | 58.74 | 80.11 | 82.56 | 81.31 | 3.16 | 3.58 | 4.66 | |
| ERGMMethod Category=Non-LLM methods2026.04 | 3.16 | 30.21 | 11.18 | 72.05 | 83.57 | 86.33 | 84.93 | 3.31 | 3.44 | 3.8 | |
| CASEMethod Category=Non-LLM methods2026.04 | 1.18 | 36.59 | 4.93 | 65.94 | 81.04 | 83.89 | 82.44 | 3.05 | 3.25 | 3.63 | |
| EmpSOAMethod Category=Non-LLM methods2026.04 | 1.16 | 38.17 | 4.72 | 67.35 | 81.25 | 84.4 | 82.79 | 3.06 | 3.28 | 3.61 | |
| IAMMMethod Category=Non-LLM methods2026.04 | 1.15 | 38.36 | 4.69 | 66.78 | 81.45 | 84.81 | 83.1 | 3.07 | 3.26 | 3.57 | |
| CEMMethod Category=Non-LLM methods2026.04 | 1.09 | 45.03 | 4.15 | 64.83 | 80.96 | 83.83 | 82.37 | 3.02 | 3.27 | 3.65 | |
| SEEKMethod Category=Non-LLM methods2026.04 | 1.03 | 44.35 | 3.94 | 66.4 | 80.71 | 83.34 | 82.01 | 3.04 | 3.24 | 3.58 | |
| EmpDGMethod Category=Non-LLM methods2026.04 | 0.96 | 43.68 | 3.89 | 64.27 | 80.33 | 83.75 | 82 | 2.94 | 3.22 | 3.42 | |
| MIMEMethod Category=Non-LLM methods2026.04 | 0.92 | 44.81 | 3.67 | 65.52 | 79.93 | 82.17 | 81.03 | 2.88 | 3.14 | 3.34 | |
| MoELMethod Category=Non-LLM methods2026.04 | 0.88 | 48.34 | 3.56 | 64.18 | 80.11 | 82.92 | 81.49 | 2.91 | 3.09 | 3.37 |