WeEdit (Bilingual) - Reasoning: leaderboard

Metric: Mean instruction-adherence score (0-10 judge scale) on the reasoning operation 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 Pro4.91
2GPT-Image-1.53.37
3Seedream 4.52.17
4Gemini 2.5 Flash Image1.7
5FLUX.2-dev1.26
6FireRed-Image-Edit1.25
7EMU3.51.23
8UniWorld-V21.22
9Qwen-Image-Edit-25091.22
10LongCat-Image-Edit1.17

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