Which AI model scores highest on GraphWalks parents (<128K)?

GPT-5.4 by OpenAI holds the best GraphWalks parents (<128K) result among tracked models, at 89.8% (released Mar 5 2026). Higher scores are better on this benchmark.

What are the top 5 models on GraphWalks parents (<128K)?

1. GPT-5.4 (OpenAI) — 89.8%; 2. GPT-5.2 (OpenAI) — 89%; 3. GPT-5 (OpenAI) — 73.3%; 4. GPT-5.4 mini (OpenAI) — 71.5%; 5. GPT-5 mini (OpenAI) — 64.3%.

How many models have a published GraphWalks parents (<128K) score?

10 tracked models have a published GraphWalks parents (<128K) score. Scores are collected from published lab reports and benchmark sources, with recorded sources credited alongside the results. We do not re-run the evaluations.

Long context

GraphWalks parents (<128K)

parent-node retrieval accuracy for inputs shorter than 128K tokens

Rankings

Higher is better

GraphWalks parents (<128K) — frequently asked questions

: parent-node retrieval accuracy for inputs shorter than 128K tokens
: GPT-5.4 by OpenAI holds the best GraphWalks parents (<128K) result among tracked models, at 89.8% (released Mar 5 2026). Higher scores are better on this benchmark.
: 1. GPT-5.4 (OpenAI) — 89.8%; 2. GPT-5.2 (OpenAI) — 89%; 3. GPT-5 (OpenAI) — 73.3%; 4. GPT-5.4 mini (OpenAI) — 71.5%; 5. GPT-5 mini (OpenAI) — 64.3%.
: 10 tracked models have a published GraphWalks parents (<128K) score. Scores are collected from published lab reports and benchmark sources, with recorded sources credited alongside the results. We do not re-run the evaluations.