Voting Simulation on Zurich PB Voting (test)
4MAECrowdLLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CrowdLLMLLM backbone=Gemma 3-12B2025.12 | 4 | 5.02 | 0.83 | 1.67 | |
| random2025.12 | 5 | 6.55 | 0.72 | 4 | |
| LLM (multi-persona)LLM backbone=Gemma 3-12B, Prompt Mode=multi-persona2025.12 | 10 | 13.69 | 0.4 | 6.5 | |
| LLM (SC)LLM backbone=Gemma 3-12B, Strategy=Self-Consistency (SC)2025.12 | 11.42 | 14.97 | 0.35 | 7.92 | |
| VAE2025.12 | 11.67 | 14.88 | 0.32 | 7.67 | |
| LLM (zero-shot)LLM backbone=Gemma 3-12B, Prompt Mode=zero-shot2025.12 | 11.92 | 15.41 | 0.38 | 9 |