WeEdit (Multilingual) - Reasoning: leaderboard

Metric: Mean instruction-adherence score (0-10 judge scale) on the reasoning operation of the WeEdit Multilingual 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 Pro6.04
2GPT-Image-1.52.51
3Seedream 4.51.85
4Gemini 2.5 Flash Image1.75
5FLUX.2-dev1.34
6FireRed-Image-Edit1.2
7Qwen-Image-Edit-25111.19
8HunyuanImage-3.0-Instruct1.17
9Qwen-Image-Edit-25091.16
10UniWorld-V21.13

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