Human Response Distribution Simulation on Survey Datasets (NewP)
0.062WDDSA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DSALLM=Qwen3-32B2025.10 | 0.062 | 0.169 | |
| DSALLM=Llama3-8B2025.10 | 0.064 | 0.133 | |
| DSALLM=Qwen3-4B2025.10 | 0.067 | 0.208 | |
| TKFTLLM=Qwen3-32B2025.10 | 0.067 | 0.179 | |
| TKFTLLM=Llama3-8B2025.10 | 0.073 | 0.142 | |
| TKFTLLM=Qwen3-4B2025.10 | 0.076 | 0.219 | |
| PELLM=Qwen3-4B2025.10 | 0.091 | 0.354 | |
| DirectLLM=Qwen3-4B2025.10 | 0.095 | 0.355 | |
| PELLM=Qwen3-32B2025.10 | 0.103 | 0.307 | |
| DirectLLM=Qwen3-32B2025.10 | 0.105 | 0.317 | |
| PELLM=Llama3-8B2025.10 | 0.114 | 0.212 | |
| DirectLLM=Llama3-8B2025.10 | 0.116 | 0.232 |