GraphVerse - Maximum Independent Set - Accuracy: leaderboard

GraphVerse (arXiv 2608.06769v1, Table 1): multimodal models solve for a maximum independent set in a social graph, reading a rendered graph image altered by recoloring, patch perturbation, composition or attention focusing. Answer accuracy on the 100-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 Pro55#82
2Gemini 3 Flash44#103
3GPT-5.239#115
4Qwen-VL-Max37#475
5Kimi K2.5 (Thinking)31#152 (Kimi K2.5)
6O127#190
7Grok 4 Fast27#266
8GLM-4.6V21#330
9InternVL3-8B6#624
10Qwen 3.5 35B A3B6#268
11Qwen 3.5 4B6#514
12InternVL3-38B0#413
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-maximum-independent-set-accuracy · How It Works · Data refreshed daily, snapshot 2026-11-05.