KIDBench (No Cue): leaderboard

Metric: Total score (1-5): mean of the five child-safety dimensions (content safety, developmental appropriateness, socio-emotional support, moral guidance, boundary-setting), each rated 1-5 by a DeepSeek-V4-Pro judge with the KIDBench rubric and category-specific rules, temperature 0 for responder and judge, on the KIDBench child-safety prompts for children aged 7 to 11 (50 per category, 10 categories), single-turn, no-cue prompts (no sign that the user is a child); higher is better. Source: arxiv.org. Saturation forecast: Around 2032. 13 models tracked.

Top models

#ModelScore
1DeepSeek V4 Flash3.31
2Llama 3.3 70B Instruct3.14
3Qwen 3.6 27B3.14
4GPT-5 Mini3.06
5Claude Haiku 4.53.03
6Qwen 3.5 4B2.94
7Qwen 3 8B2.93
8Gemini 3.1 Flash Lite2.92
9Gemma 3 12B2.88
10Gemma 4 31B (IT)2.82
11Llama 3.1 8B Instruct2.81
12Gemma 3 4B2.74

Interactive version: theaggregate.ai/benchmark?slug=kidbench-no-cue · How It Works · Data refreshed daily, snapshot 2026-10-07.