PorTEXTO - In-The-Wild: leaderboard

Metric: ANLS (%) on the in-the-wild image subset; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 18 models tracked.

Top models

#ModelScore
1Qwen3.6-27B [28]90.5
2Gemma-4-31B-it [8]89.8
3Qwen3.5-9B [27]85.4
4DeepSeek-OCR-2-3B [33]84.1
5Bee-RL-8B [37]83.1
6Gemma-4-E4B-it [8]82.7
7InternVL3.5-8B [32]81
8LLaVA-OneVision-1.5-8B [1]77.4
9Nemotron-Nano-12B-VL-V2 [5]76.8
10Nemotron-OCR-V2 [14]75.9

Interactive version: theaggregate.ai/benchmark?slug=portexto-in-the-wild · How It Works · Data refreshed daily, snapshot 2026-09-29.