Khondo (MonoRand) - Page Typing: leaderboard

Metric: Page accuracy (%; share of pages assigned their correct administrative domain; forms of one domain, pages shuffled within each form block; 210 test packets of 5 to 20 page images of Bangladeshi government forms (Bangla and English, 14 domains); zero-shot order-aware prompt, all page images in one request, JSON output, temperature 1.0, reasoning disabled, invalid outputs retried up to three times). Source: arxiv.org. Saturation forecast: Around December 2026. 5 models tracked.

Top models

#ModelScore
1Qwen 3.6 Plus (Non-reasoning)56.9
2GPT-5.4 (Non-reasoning)56.7
3Gemini 3.5 Flash (Minimal)52.9
4Kimi K2.5 (Non-reasoning)50.6
5GLM-4.6V (Non-reasoning)29.2

Interactive version: theaggregate.ai/benchmark?slug=khondo-monorand-page-typing · How It Works · Data refreshed daily, snapshot 2026-09-29.