KazakhOCR (Arabic): leaderboard

Metric: Character error rate of the transcription of Arabic-script Kazakh (MC2 corpus) on 200 synthetic KazakhOCR images per script (random fonts, sizes, noise, blur, rotation and colours), the model transcribing the text zero-shot at temperature 0; error rate in percent, which can exceed 100 when the output adds text; lower is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 3 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 VL 7B Instruct35.5#643
2Llama 3.2 11B Instruct37.3#1112
3Gemma 3 12B (IT)72.5#655

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

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