EstGraph - Node Count, ER Large (Simple Walk): leaderboard
Estimating how many nodes a Erdos-Renyi graph of 10,000-100,000 nodes has from simple random-walk statistics that cover 20% of it; EstGraph (Maurya and Liu, 2026). Median relative error of the estimate in percent over 100 synthetic graphs; lower is better.
Metric: Median relative error of the node-count estimate (%; 100 synthetic Erdos-Renyi graphs of 10,000-100,000 nodes, the model reads simple random-walk statistics covering 20% of the graph). Source: arxiv.org. Saturation forecast: Around December 2026. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | O3 (High) | 5.57 | #224 (O3) |
| 2 | DeepSeek V3.1 (Thinking) | 6.87 | #500 (DeepSeek V3.1) |
| 3 | Gemini 2.5 Pro | 8.08 | #262 |
| 4 | Claude Sonnet 4 | 19 | #397 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=estgraph-node-count-er-large-simple-walk · How It Works · Data refreshed daily, snapshot 2026-11-12.