AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
LLM Stats
A graph reasoning benchmark that evaluates language models' ability to find parent nodes in graphs with context length under 128k tokens, requiring understanding of graph structure and edge relationships.
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-5.4 | 0.898 | Not recorded | Not recorded | 2026-03-05 · model_announcement | LLM Stats |
| GPT-5.2 | 0.89 | Not recorded | Not recorded | 2025-12-11 · model_announcement | LLM Stats |
| GPT-5 | 0.733 | Not recorded | Not recorded | 2025-08-07 · model_announcement | LLM Stats |
| GPT-4.5 | 0.726 | Not recorded | Not recorded | 2025-02-27 · model_announcement | LLM Stats |
| GPT-5.4 mini | 0.715 | Not recorded | Not recorded | 2026-03-17 · model_announcement | LLM Stats |
| GPT-4.1 mini | 0.605 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| o3-mini | 0.583 | Not recorded | Not recorded | 2025-01-30 · model_announcement | LLM Stats |
| GPT-4.1 | 0.58 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| GPT-5.4 nano | 0.508 | Not recorded | Not recorded | 2026-03-17 · model_announcement | LLM Stats |
| GPT-4o | 0.354 | Not recorded | Not recorded | 2024-08-06 · model_announcement | LLM Stats |
| GPT-4.1 nano | 0.094 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |