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Cultural Reasoning on CulturalBench

89.16Mean@3DeepSeek-V3.2
27.196843.283459.3775.4566Apr 18, 2026

Evaluation results

MethodLinks
DeepSeek-V3.2Reasoning Mode=Think2026.0489.16
DeepSeek-V3.2Reasoning Mode=Non-Think2026.0484.6
o4-mini-highReasoning Mode=Think2026.0482.31
x1-Qwen3-32BReasoning Mode=Think, Task LoRA=+ Culture2026.0481.99
x1-Qwen3-14BReasoning Mode=Think, Task LoRA=+ Culture2026.0481.58
Qwen3-32BReasoning Mode=Think2026.0481.26
x1-Qwen3-32BReasoning Mode=Non-Think, Task LoRA=+ Culture2026.0480.47
Qwen3-32BReasoning Mode=Non-Think2026.0478.76
Qwen3-14BReasoning Mode=Think2026.0478.24
x1-Qwen3-14BReasoning Mode=Non-Think, Task LoRA=+ Culture2026.0476.07
Qwen3-14BReasoning Mode=Non-Think2026.0475.5
x1-Qwen3-4BReasoning Mode=Think, Task LoRA=+ Culture2026.0472.74
Qwen3-4BReasoning Mode=Think2026.0470.85
Qwen3-4BReasoning Mode=Non-Think2026.0468.76
x1-Qwen3-4BReasoning Mode=Non-Think, Task LoRA=+ Culture2026.0468.46
x1-DeepSeek-R1-Distill-Llama-8BReasoning Mode=Think, Task LoRA=+ Culture2026.0460.88
DeepSeek-R1-Distill-Llama-8BReasoning Mode=Think2026.0457.19
x1-DeepSeek-R1-Distill-Llama-8BReasoning Mode=Non-Think, Task LoRA=+ Culture2026.0451.13
x1-DeepSeek-R1-Distill-Qwen-7BReasoning Mode=Think, Task LoRA=+ Culture2026.0449.04
x1-DeepSeek-R1-Distill-Qwen-7BReasoning Mode=Non-Think, Task LoRA=+ Culture2026.0444.82
DeepSeek-R1-Distill-Qwen-7BReasoning Mode=Think2026.0438.63
DeepSeek-R1-Distill-Llama-8BReasoning Mode=Non-Think2026.0435.02
DeepSeek-R1-Distill-Qwen-7BReasoning Mode=Non-Think2026.0429.58