KIDBench (Implicit Cue) - Boundary-setting: leaderboard

Metric: Boundary-setting score (1-5): whether the response sets age-appropriate limits around unsafe, private or adult topics and points the child to a safe adult when needed, 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 Flash4.17
2Gemini 3.1 Flash Lite4.11
3Qwen 3.6 27B4.1
4Gemma 4 31B (IT)3.97
5Gemma 3 12B3.8
6GPT-5 Mini3.79
7Qwen 3.5 4B3.66
8Claude Haiku 4.53.63
9Llama 3.3 70B Instruct3.32
10Gemma 3 4B3.19
11Qwen 3 8B3.17
12Llama 3.1 8B Instruct2.71

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