TECCI - Gemini Generated Instruction Set: leaderboard

Metric: Overall human success rate (%; five trained raters score each edit 1-5 and a criterion succeeds when the mean is at least 4.5 on all three criteria; 1,050 sampled pairs, 30 images per category with all five generated instructions). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 5 models tracked.

Top models

#ModelScore
1Nano Banana Pro23
2Grok Imagine Pro21.3
3Nano Banana 2 (Gemini 3.1 Flash Image Preview)20.2
4Seedream 5.0 Lite18.2
5GPT Image 1.55.9

Interactive version: theaggregate.ai/benchmark?slug=tecci-gemini-generated-instruction-set · How It Works · Data refreshed daily, snapshot 2026-09-26.