ClosureBench (Chain-of-Thought): leaderboard

Metric: Accuracy (%; lenient scoring of one JSON answer per question; all three compositional levels, instance-weighted; held-out split of 1,300 generated graph questions over graph sizes 4-10, temperature 0; chain-of-thought mode: reason step by step, then answer). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScore
1GPT-4.186.2
2GPT-4.1 Mini85.8
3Claude Sonnet 483.6
4Gemini 2.5 Flash81.3

Interactive version: theaggregate.ai/benchmark?slug=closurebench-chain-of-thought · How It Works · Data refreshed daily, snapshot 2026-09-26.