LLM Stats (Graphwalks parents <128k): leaderboard
Graph traversal benchmark testing parent-node lookup reasoning over structured graph data within 128K context windows.
Metric: Score (%). Source: llm-stats.com. Saturation forecast: Around January 2027. 12 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.4 | 89.8 | #79 |
| 2 | GPT-5.2 | 89 | #110 |
| 3 | GPT-5 | 73.3 | #98 |
| 4 | GPT-4.5 | 72.6 | #274 |
| 5 | GPT-5.4 Mini | 71.5 | #212 |
| 6 | GPT-4.1 Mini | 60.5 | #355 |
| 7 | O3 Mini | 58.3 | #272 |
| 8 | GPT-4.1 | 58 | #248 |
| 9 | GPT-5.4 Nano | 50.8 | #328 |
| 10 | GPT-4o | 35.4 | #343 |
| 11 | GPT-4.1 Nano | 9.4 | #731 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=llm-stats-graphwalks-parents-under-128k · How It Works · Data refreshed daily, snapshot 2026-10-20.