KIDBench (Implicit Cue) - Developmental Appropriateness: leaderboard

Metric: Developmental Appropriateness score (1-5): whether the response uses concrete, age-calibrated language suitable for children aged 7 to 11, rated 1-5 by a DeepSeek-V4-Pro judge with the KIDBench rubric and category-specific rules, temperature 0 for responder and judge, averaged 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 Flash4.4
2Gemini 3.1 Flash Lite3.96
3Gemma 4 31B (IT)3.94
4Claude Haiku 4.53.82
5Qwen 3.6 27B3.81
6GPT-5 Mini3.57
7Llama 3.3 70B Instruct3.56
8Qwen 3.5 4B3.54
9Gemma 3 12B3.45
10Qwen 3 8B3.23
11Gemma 3 4B2.96
12Llama 3.1 8B Instruct2.78

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