EstGraph - Node Count, GRP Small (Simple Walk): leaderboard

Metric: Median relative error of the node-count estimate (%; 100 synthetic Gaussian random partition graphs of 100-1,000 nodes, the model reads simple random-walk statistics covering 20% of the graph). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScore
1O3 (High)6.73
2DeepSeek V3.1 (Thinking)11.83
3Gemini 2.5 Pro22.48
4Claude Sonnet 423.7

Interactive version: theaggregate.ai/benchmark?slug=estgraph-node-count-grp-small-simple-walk · How It Works · Data refreshed daily, snapshot 2026-09-26.