WeEdit (Bilingual): leaderboard

Metric: Mean instruction-adherence score (0-10 judge scale) on all eight editing operations of the WeEdit Bilingual Benchmark (2,000 text-centric image-editing cases), rated by a Gemini-3-Pro judge that writes a chain-of-thought rationale before scoring whether the edited image fulfils every requirement of the instruction; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 15 models tracked.

Top models

#ModelScoreOverall rank
1Nano Banana Pro8.58
2GPT-Image-1.56.52
3Seedream 4.56.29
4HunyuanImage-3.0-Instruct4.16
5FireRed-Image-Edit4.15
6Gemini 2.5 Flash Image3.92
7Qwen-Image-Edit-25093.49
8EMU3.53.42
9LongCat-Image-Edit3.39
10FLUX.2-dev3.37

Interactive version: theaggregate.ai/benchmark?slug=weedit-bilingual · How It Works · Data refreshed daily, snapshot 2026-10-11.