Negotiation on SSAD Education
80Success RateEmoMAS-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EmoMAS-LLMBackbone=GPT-4o-mini2026.04 | 80 | 65.5 | 13.1 | |
| Vanilla+PromptBackbone=GPT-4o-mini2026.04 | 75 | 71.3 | 10.5 | |
| Q-LearningBackbone=GPT-4o-mini2026.04 | 75 | 70.9 | 11.8 | |
| EmoMAS-BayesBackbone=GPT-4o-mini2026.04 | 75 | 75.6 | 15.2 | |
| VanillaBackbone=GPT-4o-mini2026.04 | 60 | 57.3 | 14.4 | |
| EmoMAS-BayesBackbone=Qwen-7B2026.04 | 60 | 40.5 | 15.9 | |
| Game TheoryBackbone=GPT-4o-mini2026.04 | 55 | 52.4 | 12 | |
| EmoMAS-LLMBackbone=Qwen-7B2026.04 | 50 | 42.3 | 16.5 | |
| CoherenceBackbone=GPT-4o-mini2026.04 | 46 | 44.3 | 17.2 | |
| Vanilla+PromptBackbone=Qwen-7B2026.04 | 45 | 41.9 | 15.8 | |
| Game TheoryBackbone=Qwen-7B2026.04 | 40 | 37.6 | 15.5 | |
| Q-LearningBackbone=Qwen-7B2026.04 | 40 | 36.9 | 17.2 | |
| VanillaBackbone=Qwen-7B2026.04 | 36 | 28.7 | 16 | |
| CoherenceBackbone=Qwen-7B2026.04 | 30 | 14.6 | 18.9 |