Human Response Distribution Simulation on Survey Datasets NewQ
0.051Weighted Distance (WD)DSA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DSALLM=Qwen3-32B2025.10 | 0.051 | 0.183 | |
| DSALLM=Qwen3-4B2025.10 | 0.058 | 0.226 | |
| TKFTLLM=Qwen3-32B2025.10 | 0.062 | 0.2 | |
| DSALLM=Llama3-8B2025.10 | 0.064 | 0.207 | |
| TKFTLLM=Qwen3-4B2025.10 | 0.073 | 0.244 | |
| TKFTLLM=Llama3-8B2025.10 | 0.081 | 0.23 | |
| DirectLLM=Qwen3-4B2025.10 | 0.084 | 0.417 | |
| PELLM=Qwen3-4B2025.10 | 0.086 | 0.421 | |
| DirectLLM=Qwen3-32B2025.10 | 0.088 | 0.342 | |
| PELLM=Qwen3-32B2025.10 | 0.091 | 0.368 | |
| DirectLLM=Llama3-8B2025.10 | 0.097 | 0.251 | |
| PELLM=Llama3-8B2025.10 | 0.1 | 0.267 |