GraphWalks BFS 256K–1M leaderboard

GraphWalks BFS 256K–1M is a reasoning benchmark published by Gemini 4 Argon evaluation methodology. Breadth-first-search graph traversal on 200 problems with context lengths from 256K to 1M tokens. Its evaluation set is described by the source as breadth-first-search graph traversal on 200 problems with context lengths from 256K to 1M tokens.. The source rates its difficulty as frontier agent evaluation.

Each model's result is published by Gemini 4 Argon evaluation methodology as f1. ModelScale prints that value to 1 decimal place, exactly as published, and never converts or rescales it. This page ranks the 4 models that carry a published value, highest value first; a model the source never scored is left out rather than ranked at zero. The source does not state whether a higher value is the better result, so neither does this page.