Graphwalks BFS 0K-128K (Graphwalks BFS 128K)
We show this table for reference; we do not rank on it.
Long-context graph traversal benchmark using breadth-first search tasks.
Benchmark score on Graphwalks BFS 128K — November 13, 2026
We compile the Graphwalks BFS 128K rows from provider self-reports. Gemini 4 Argon leads the table at 99.7%, followed by MAI-Thinking-1 (90%). We do not use these results to rank models overall.
Gemini 4 Argon
MAI-Thinking-1
Microsoft
Reported by Microsoft2 modelsReasoningCurrentDisplay onlyUpdated November 13, 2026
Benchmark score table (2 models)
All 2 results on this page were reported by the labs that built the models.
| Rank | Model / configuration | Score | Who ran it | Parameters (B) | Open / closed |
|---|---|---|---|---|---|
| 1 | Gemini 4 ArgonGoogleReported by Google | 99.7% | Reported by Google | Not reported | Closed |
| 2 | MAI-Thinking-1MicrosoftReported by Microsoft | 90% | Reported by Microsoft | Not reported | Closed |
- Lab-reported
- Benchmark-run
- Independent
About Graphwalks BFS 128K
Year
2026
Tasks
Graph traversal tasks
Format
Long-context graph reasoning
Difficulty
Algorithmic long-context reasoning
Graphwalks BFS tests whether a model can preserve algorithmic state while traversing graph structures across long contexts.
Freshness and provenance
Version
Graphwalks BFS 128K 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Questions
What does Graphwalks BFS 128K measure?
Long-context graph traversal benchmark using breadth-first search tasks.
Which model scores highest on Graphwalks BFS 128K?
Gemini 4 Argon by Google currently leads with a score of 99.7% on Graphwalks BFS 128K.
How many models are evaluated on Graphwalks BFS 128K?
2 AI models have published results on Graphwalks BFS 128K in the BenchLM catalog.
Compare top models on Graphwalks BFS 128K
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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