Khondo (PolyRand) - Page Typing: leaderboard

Khondo (2026) page-level domain typing on the PolyRand variant of Bangladeshi government form packets (forms of two or more domains, all pages shuffled across the packet): the share of pages given their correct administrative domain. Accuracy in percent, higher is better.

Metric: Page accuracy (%; share of pages assigned their correct administrative domain; forms of two or more domains, all pages shuffled across the packet; 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 February 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.6 Plus (Non-reasoning)49.7#222 (Qwen 3.6 Plus)
2Gemini 3.5 Flash (Minimal)47.5#101 (Gemini 3.5 Flash)
3GPT-5.4 (Non-reasoning)42.2#123 (GPT-5.4)
4Kimi K2.5 (Non-reasoning)31.5#256 (Kimi K2.5)
5GLM-4.6V (Non-reasoning)16.7#701 (GLM-4.6V)

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=khondo-polyrand-page-typing · How It Works · Data refreshed daily, snapshot 2026-11-13.