GraphWalks BFS 256K (Anthropic): leaderboard

Anthropic GraphWalks long-context graph traversal evaluation using breadth-first-search tasks at 256K context.

Metric: F1 Score (%). Source: www-cdn.anthropic.com. Saturation forecast: Around January 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.885.9#37
2Claude Opus 4.776.9#49
3GPT-5.573.7#31
4Claude Opus 4.661.1#63

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

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