AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

Graphwalks parents <128k

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.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
text

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.

Original sources

Reported results 11

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
GPT-5.40.898Not recordedNot recorded2026-03-05 · model_announcementLLM Stats
GPT-5.20.89Not recordedNot recorded2025-12-11 · model_announcementLLM Stats
GPT-50.733Not recordedNot recorded2025-08-07 · model_announcementLLM Stats
GPT-4.50.726Not recordedNot recorded2025-02-27 · model_announcementLLM Stats
GPT-5.4 mini0.715Not recordedNot recorded2026-03-17 · model_announcementLLM Stats
GPT-4.1 mini0.605Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
o3-mini0.583Not recordedNot recorded2025-01-30 · model_announcementLLM Stats
GPT-4.10.58Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
GPT-5.4 nano0.508Not recordedNot recorded2026-03-17 · model_announcementLLM Stats
GPT-4o0.354Not recordedNot recorded2024-08-06 · model_announcementLLM Stats
GPT-4.1 nano0.094Not recordedNot recorded2025-04-14 · model_announcementLLM Stats