Cultural Pluralism Alignment on WVS (World Values Survey)
73.3EntropyMixed-Language Sampling (MLS)
Evaluation results
| Method | Links | |
|---|---|---|
| Mixed-Language Sampling (MLS)Model=DeepSeek-8B2026.01 | 73.3 | |
| Multilingual Prompting (MP)Model=DeepSeek-8B2026.01 | 67.2 | |
| High Temperature (HT)Model=DeepSeek-8B2026.01 | 60.1 | |
| Mixed-Language Sampling (MLS)Model=Qwen3-8B2026.01 | 59 | |
| Request Diversity (RD)Model=DeepSeek-8B2026.01 | 54.7 | |
| Request Diversity (RD)Model=Qwen3-32B2026.01 | 53.4 | |
| Request Diversity (RD)Model=Qwen3-8B2026.01 | 52.7 | |
| English Sampling (ES)Model=DeepSeek-8B2026.01 | 52.3 | |
| Multilingual Prompting (MP)Model=Qwen3-8B2026.01 | 52 | |
| Mixed-Language Sampling (MLS)Model=Qwen3-32B2026.01 | 50.4 | |
| Mixed-Language Sampling (MLS)Model=Qwen3-14B2026.01 | 48.4 | |
| Multilingual Prompting (MP)Model=Qwen3-32B2026.01 | 46.1 | |
| Multilingual Prompting (MP)Model=Qwen3-14B2026.01 | 45.1 | |
| High Temperature (HT)Model=Qwen3-32B2026.01 | 43.6 | |
| English Sampling (ES)Model=Qwen3-32B2026.01 | 40.1 | |
| English Sampling (ES)Model=Qwen3-8B2026.01 | 40 | |
| High Temperature (HT)Model=Qwen3-8B2026.01 | 39 | |
| Request Diversity (RD)Model=Qwen3-14B2026.01 | 38 | |
| High Temperature (HT)Model=Qwen3-14B2026.01 | 32.7 | |
| English Sampling (ES)Model=Qwen3-14B2026.01 | 31.6 |