Cultural Pluralism Alignment (Cultural Knowledge) on BLEND
83Entropy (0-100)Mixed-Language Sampling (MLS)
Evaluation results
| Method | Links | |
|---|---|---|
| Mixed-Language Sampling (MLS)Model=DeepSeek-8B2026.01 | 83 | |
| High Temperature (HT)Model=DeepSeek-8B2026.01 | 80.7 | |
| Multilingual Prompting (MP)Model=DeepSeek-8B2026.01 | 80.6 | |
| English Sampling (ES)Model=DeepSeek-8B2026.01 | 78.6 | |
| Request Diversity (RD)Model=DeepSeek-8B2026.01 | 78.6 | |
| Mixed-Language Sampling (MLS)Model=Qwen3-8B2026.01 | 76.7 | |
| Multilingual Prompting (MP)Model=Qwen3-8B2026.01 | 76.1 | |
| Mixed-Language Sampling (MLS)Model=Qwen3-32B2026.01 | 74.6 | |
| Mixed-Language Sampling (MLS)Model=Qwen3-14B2026.01 | 74 | |
| Multilingual Prompting (MP)Model=Qwen3-32B2026.01 | 73.4 | |
| Request Diversity (RD)Model=Qwen3-8B2026.01 | 73.3 | |
| Request Diversity (RD)Model=Qwen3-32B2026.01 | 72.8 | |
| Multilingual Prompting (MP)Model=Qwen3-14B2026.01 | 72.7 | |
| High Temperature (HT)Model=Qwen3-32B2026.01 | 69.2 | |
| Request Diversity (RD)Model=Qwen3-14B2026.01 | 68.4 | |
| High Temperature (HT)Model=Qwen3-8B2026.01 | 68 | |
| English Sampling (ES)Model=Qwen3-8B2026.01 | 67.9 | |
| English Sampling (ES)Model=Qwen3-32B2026.01 | 67.5 | |
| High Temperature (HT)Model=Qwen3-14B2026.01 | 67.1 | |
| English Sampling (ES)Model=Qwen3-14B2026.01 | 66.7 |