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LLM Stats
A graph reasoning benchmark that evaluates language models' ability to perform breadth-first search (BFS) operations on graphs with context length under 128k tokens, returning nodes reachable at specified depths.
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| GPT-5.2 | 0.94 | Not recorded | Not recorded | 2025-12-11 · model_announcement | LLM Stats |
| GPT-5.4 | 0.93 | Not recorded | Not recorded | 2026-03-05 · model_announcement | LLM Stats |
| GPT-5 | 0.783 | Not recorded | Not recorded | 2025-08-07 · model_announcement | LLM Stats |
| GPT-5.4 mini | 0.763 | Not recorded | Not recorded | 2026-03-17 · model_announcement | LLM Stats |
| GPT-5.4 nano | 0.734 | Not recorded | Not recorded | 2026-03-17 · model_announcement | LLM Stats |
| GPT-4.5 | 0.723 | Not recorded | Not recorded | 2025-02-27 · model_announcement | LLM Stats |
| GPT-4.1 | 0.617 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| GPT-4.1 mini | 0.617 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| o3-mini | 0.51 | Not recorded | Not recorded | 2025-01-30 · model_announcement | LLM Stats |
| GPT-4o | 0.417 | Not recorded | Not recorded | 2024-08-06 · model_announcement | LLM Stats |
| GPT-4.1 nano | 0.25 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |