GraphVerse - Common Neighbor - VGR-Score: leaderboard

GraphVerse (arXiv 2608.06769v1, Table 1) visual graph reasoning score for the common neighbors of two authors in 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 100-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
1GPT-5.288.1#115
2Gemini 3 Flash78.8#103
3Gemini 3 Pro76.2#82
4Qwen-VL-Max70.8#475
5Kimi K2.5 (Thinking)70.3#152 (Kimi K2.5)
6GLM-4.6V68.4#330
7O166.1#190
8QVQ-72B-Preview54.2#458
9Qwen 3.5 4B52#514
10Grok 4 Fast47.2#266
11InternVL3-8B45.1#624
12InternVL3-38B40.6#413
13Qwen 3.5 35B A3B14.3#268

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

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