Khondo (MonoSeq): leaderboard

Metric: Packet score (-0.5 to 1; mean of the clustering score, the average of V-measure and Rand index, and the ordering score, mean Kendall tau-a over predicted multi-page documents; forms of one domain concatenated in order; 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: Estimated already saturated. 5 models tracked.

Top models

#ModelScore
1Gemini 3.5 Flash (Minimal)0.9
2Qwen 3.6 Plus (Non-reasoning)0.9
3GPT-5.4 (Non-reasoning)0.83
4GLM-4.6V (Non-reasoning)0.77
5Kimi K2.5 (Non-reasoning)0.76

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