KIDBench (Implicit 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, implicit-cue prompts (wording or situation suggests a child speaker, age not stated); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 13 models tracked.

Top models

#ModelScore
1DeepSeek V4 Flash4.43
2Qwen 3.6 27B4.29
3Gemini 3.1 Flash Lite4.27
4Gemma 4 31B (IT)4.14
5Claude Haiku 4.54
6GPT-5 Mini3.99
7Gemma 3 12B3.98
8Qwen 3.5 4B3.9
9Llama 3.3 70B Instruct3.76
10Qwen 3 8B3.59
11Gemma 3 4B3.52
12Llama 3.1 8B Instruct3.11

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