GraphVerse - Traveling Salesman - Accuracy: leaderboard

GraphVerse (arXiv 2608.06769v1, Table 1): multimodal models solve for a traveling-salesman tour over airports, reading a rendered graph image altered by recoloring, patch perturbation, composition or attention focusing. Answer accuracy on the 80-item testmini split for this task, in percent; higher is better.

Metric: Answer accuracy (%; testmini). Source: arxiv.org. Saturation forecast: Around February 2027. 19 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash58.8#103
2Gemini 3 Pro56.2#82
3GPT-5.232.5#115
4Kimi K2.5 (Thinking)8.8#152 (Kimi K2.5)
5GLM-4.6V6.2#330
6Qwen-VL-Max6.2#475
7Qwen 3.5 35B A3B5#268
8InternVL3-8B0#624
9InternVL3-38B0#413
10Qwen 3.5 4B0#514
11O10#190
12Grok 4 Fast0#266
13QVQ-72B-Preview0#458

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=graphverse-traveling-salesman-accuracy · How It Works · Data refreshed daily, snapshot 2026-11-05.