Multimodal Empathetic Response Generation on MELD
28.14Distinct-1 (Dist-1)Multi-agent framework for MERG
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Multi-agent framework for MERGMethod Category=MultiAgent methods2026.04 | 28.14 | 2.06 | 77.04 | 64.79 | 85.3 | 84.23 | 84.72 | 3.75 | 3.85 | 4.88 | |
| GPT-4-VMethod Category=LLM-based methods, Number of shots=5-shot2026.04 | 3.92 | — | 25.58 | 54.62 | 78.51 | 75.96 | 77.21 | 3.18 | 3.55 | 4.59 | |
| Llama 3.2-11BMethod Category=LLM-based methods2026.04 | 3.86 | 7.36 | 21.03 | 55.18 | 81.39 | 80.64 | 81.01 | 3.3 | 3.46 | 4.56 | |
| ERGMMethod Category=Non-LLM methods2026.04 | 2.96 | 29.61 | 10.84 | 66.45 | 83.95 | 85.28 | 84.61 | 3.38 | 3.47 | 3.85 | |
| CASEMethod Category=Non-LLM methods2026.04 | 1.1 | 36.02 | 5.07 | 60.48 | 81.59 | 83.91 | 82.73 | 2.92 | 3.25 | 3.42 | |
| IAMMMethod Category=Non-LLM methods2026.04 | 1.08 | 36.02 | 4.85 | 58.72 | 82.38 | 84.55 | 83.45 | 2.95 | 3.24 | 3.47 | |
| EmpSOAMethod Category=Non-LLM methods2026.04 | 1.02 | 53.33 | 4.6 | 59.69 | 82.71 | 84.68 | 83.68 | 2.96 | 3.27 | 3.38 | |
| SEEKMethod Category=Non-LLM methods2026.04 | 1.01 | 54.72 | 4.54 | 58.95 | 81.33 | 82.97 | 82.14 | 2.97 | 3.27 | 3.33 | |
| CEMMethod Category=Non-LLM methods2026.04 | 0.97 | 54 | 4.36 | 57.55 | 78.77 | 80.4 | 79.57 | 2.95 | 3.2 | 3.3 | |
| EmpDGMethod Category=Non-LLM methods2026.04 | 0.89 | 50.51 | 4.05 | 57.62 | 80.2 | 81.59 | 80.88 | 2.92 | 3.23 | 3.26 | |
| MoELMethod Category=Non-LLM methods2026.04 | 0.71 | 56.84 | 3.22 | 57.93 | 80.98 | 81.75 | 81.36 | 2.9 | 3.16 | 3.29 | |
| MIMEMethod Category=Non-LLM methods2026.04 | 0.64 | 48.5 | 2.88 | 56.9 | 79.5 | 80.29 | 79.89 | 2.98 | 3.22 | 3.36 |