KIDBench (Implicit Cue) - Socio-emotional Support: leaderboard

Metric: Socio-emotional Support score (1-5): whether the response keeps a supportive, non-shaming tone, 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 Flash4.55
2Qwen 3.6 27B4.41
3Gemini 3.1 Flash Lite4.38
4Gemma 3 12B4.28
5Gemma 4 31B (IT)4.17
6GPT-5 Mini4.1
7Gemma 3 4B4.09
8Claude Haiku 4.54.08
9Qwen 3.5 4B4.03
10Llama 3.3 70B Instruct3.93
11Qwen 3 8B3.92
12Llama 3.1 8B Instruct3.14

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