EstGraph - Top-20 PageRank Nodes: leaderboard
Metric: Precision@20 (%; share of the 20 highest-PageRank nodes the model names from random-walk statistics, mean over 20 LFR graphs of 1,000-5,000 nodes). Source: arxiv.org. Saturation forecast: Around December 2026. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | O3 (High) | 81 |
| 2 | Claude Sonnet 4 | 42.75 |
| 3 | DeepSeek V3.1 (Thinking) | 28.5 |
| 4 | Gemini 2.5 Pro | 27.5 |
Interactive version: theaggregate.ai/benchmark?slug=estgraph-top-20-pagerank-nodes · How It Works · Data refreshed daily, snapshot 2026-09-26.