Negotiation on CRAD Debt
100Success RateEmoMAS-LLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EmoMAS-LLMBackbone=GPT-4o-mini2026.04 | 100 | 14.3 | 15.3 | |
| EmoMAS-BayesBackbone=GPT-4o-mini2026.04 | 100 | 14.8 | 15.2 | |
| Game TheoryBackbone=GPT-4o-mini2026.04 | 95 | 14.7 | 15.1 | |
| VanillaBackbone=GPT-4o-mini2026.04 | 90 | 14.5 | 15 | |
| Vanilla+PromptBackbone=GPT-4o-mini2026.04 | 90 | 14.5 | 15.7 | |
| Q-LearningBackbone=GPT-4o-mini2026.04 | 90 | 14.2 | 15.8 | |
| EmoMAS-BayesBackbone=Qwen-7B2026.04 | 90 | 12.6 | 16.4 | |
| VanillaBackbone=Qwen-7B2026.04 | 85 | 12.6 | 17.6 | |
| CoherenceBackbone=GPT-4o-mini2026.04 | 85 | 13.8 | 16.1 | |
| EmoMAS-LLMBackbone=Qwen-7B2026.04 | 85 | 12.8 | 16.6 | |
| Vanilla+PromptBackbone=Qwen-7B2026.04 | 80 | 12.8 | 17.4 | |
| CoherenceBackbone=Qwen-7B2026.04 | 80 | 12.4 | 16.8 | |
| Q-LearningBackbone=Qwen-7B2026.04 | 75 | 11.5 | 16.5 | |
| Game TheoryBackbone=Qwen-7B2026.04 | 70 | 8.9 | 20.1 |