KIDBench - Cultural Alignment (Nigeria): leaderboard

Metric: Cultural Alignment score (1-5): whether the response adapts guidance, help-seeking pathways and social expectations to Nigeria, rated by a DeepSeek-V4-Pro judge with country-specific cultural rules (temperature 0), on the 500 implicit-cue KIDBench prompts in English with a system instruction naming a child aged 7 to 11 in Nigeria, mean over the 10 categories, single-turn; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.

Top models

#ModelScore
1Qwen 3.6 27B4.88
2Gemini 3.1 Flash Lite4.69
3Gemma 4 31B (IT)4.63
4Gemma 3 12B4.62
5DeepSeek V4 Flash4.59
6GPT-5 Mini4.55
7Claude Haiku 4.54.47
8Qwen 3.5 4B4.06
9Gemma 3 4B4.01
10Llama 3.3 70B Instruct3.92
11Qwen 3 8B3.91
12Llama 3.1 8B Instruct3.49

Interactive version: theaggregate.ai/benchmark?slug=kidbench-cultural-alignment-nigeria · How It Works · Data refreshed daily, snapshot 2026-10-07.