Khondo (MonoSeq): leaderboard

Khondo (2026) document packet splitting on the MonoSeq variant of Bangladeshi government form packets (forms of one domain concatenated in order), from page images. Packet score from -0.5 to 1: the mean of a clustering score (V-measure and Rand index) and a page-ordering score (Kendall tau-a); higher is better.

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

#ModelScoreOverall rank
1Qwen 3.6 Plus (Non-reasoning)0.9#222 (Qwen 3.6 Plus)
2Gemini 3.5 Flash (Minimal)0.9#101 (Gemini 3.5 Flash)
3GPT-5.4 (Non-reasoning)0.83#123 (GPT-5.4)
4GLM-4.6V (Non-reasoning)0.77#701 (GLM-4.6V)
5Kimi K2.5 (Non-reasoning)0.76#256 (Kimi K2.5)

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

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