KVBench (Detailed Caption) - Chemistry (Chinese): leaderboard

Metric: Checklist score (%) on the chemistry prompts in Chinese, each given as a detailed caption that spells out the required visual content: KVBench knowledge-intensive text-to-image prompts from over 30 senior high-school textbooks (150 per subject and language, each with a textbook reference image); Qwen2.5-VL-32B-Instruct answers a checklist of four to six binary questions (key objects, attributes, spatial relations, reasoning outcomes) about each generated image, and the score is the mean share of satisfied items, in percent; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 16 models tracked.

Top models

#ModelScore
1Nano Banana Pro (Gemini 3 Pro Image)82.95
2GPT-Image (KVBench checkpoint unspecified)54.09
3Seedream-4.050.32
4Gemini 2.5 Flash Image39.01
5FLUX.2-dev33.06
6Qwen-Image31.01
7Z-Image30.04
8FLUX.2-max24.76
9OmniGen212.31
10HiDream (KVBench checkpoint unspecified)11.08

Interactive version: theaggregate.ai/benchmark?slug=kvbench-detailed-caption-chemistry-chinese · How It Works · Data refreshed daily, snapshot 2026-10-07.