GraphVerse - Graph Coloring - VGR-Score: leaderboard

GraphVerse (arXiv 2608.06769v1, Table 1) visual graph reasoning score for a graph coloring of a co-authorship graph on edited graph images: 0.7 weight on reasoning-process correctness, checked by a GPT-5.1 judge against verbalized graph evidence, and 0.3 on answer correctness. 0-100 on the 80-item testmini split; higher is better.

Metric: Visual graph reasoning score (0-100; 0.7 process + 0.3 answer, GPT-5.1 verifier). Source: arxiv.org. Saturation forecast: Around February 2027. 19 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro72.9#82
2Gemini 3 Flash66.1#103
3Kimi K2.5 (Thinking)62.1#152 (Kimi K2.5)
4Qwen-VL-Max58.6#475
5GLM-4.6V57.5#330
6O147.9#190
7InternVL3-8B47.2#624
8QVQ-72B-Preview44.2#458
9GPT-5.243.5#115
10InternVL3-38B41.4#413
11Grok 4 Fast40.8#266
12Qwen 3.5 35B A3B16.4#268
13Qwen 3.5 4B14.8#514

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

Interactive version: theaggregate.ai/benchmark?slug=graphverse-graph-coloring-vgr-score · How It Works · Data refreshed daily, snapshot 2026-11-05.