Multi-turn role-play on ICLR
96.2Success Rate (SR)EmoLLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EmoLLMBackbone=Qwen3-8B, Method Category=Ours2026.03 | 96.2 | 1.21 | 4.21 | 3.95 | |
| PERMBackbone=Qwen3-8B, Method Category=RL Methods2026.03 | 88.3 | 1.26 | 4.05 | 3.88 | |
| RLVERBackbone=Qwen3-8B, Method Category=RL Methods2026.03 | 86.6 | 1.33 | 4.02 | 3.81 | |
| ICL-AIFBackbone=Qwen3-8B, Method Category=Prompting Methods2026.03 | 86.4 | 1.35 | 3.99 | 3.86 | |
| ARG-PromptBackbone=Qwen3-8B, Method Category=Prompting Methods2026.03 | 86 | 1.39 | 3.95 | 3.82 | |
| RLFF-ESCBackbone=Qwen3-8B, Method Category=RL Methods2026.03 | 86 | 1.39 | 3.95 | 3.78 | |
| PPDPBackbone=Qwen3-8B, Method Category=SFT Methods2026.03 | 85.3 | 1.42 | 3.9 | 3.79 | |
| Best-of-NBackbone=Qwen3-8B, Method Category=Prompting Methods2026.03 | 84.9 | 1.71 | 3.77 | 3.64 | |
| Ask-an-ExpertBackbone=Qwen3-8B, Method Category=Prompting Methods2026.03 | 84.2 | 1.58 | 3.85 | 3.66 | |
| ESCoTBackbone=Qwen3-8B, Method Category=SFT Methods2026.03 | 84.1 | 1.47 | 3.86 | 3.73 | |
| Qwen3-8BBackbone=Qwen3-8B, Method Category=Base Model2026.03 | 83.4 | 1.64 | 3.79 | 3.83 | |
| SFTBackbone=Qwen3-8B, Method Category=SFT Methods2026.03 | 82.6 | 1.36 | 3.73 | 3.76 |