GraphWalks Parents 256K (Anthropic): leaderboard

Anthropic GraphWalks long-context graph traversal evaluation using parent-pointer recovery tasks at 256K context.

Metric: F1 Score (%). Source: www-cdn.anthropic.com. 4 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.899.3#37
2Claude Opus 4.695.4#63
3Claude Opus 4.793.6#49
4GPT-5.590.1#31

Interactive version: theaggregate.ai/benchmark?slug=graphwalks-parents-256k-anthropic · How It Works · Data refreshed daily, snapshot 2026-10-20.