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Stanford University

Open Graph Benchmark.

Large-scale graph ML benchmarks from Stanford. ogbn-arxiv: node classification on 169K CS arXiv papers using citation graph. ogbn-products: node classification on 2.4M Amazon product nodes using co-purchasing graph.

Paper ↗Leaderboard ↓
§ 01 · Leaderboard

Results by metric.

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ogbn-products Accuracy

Test accuracy on ogbn-products (Amazon product node classification, 47 categories)

Higher is better

Trust tiers for ogbn-products Accuracyverifiedpapervendorcommunityunverified

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

RankModelTrustScoreYearLinksFix
01BiGTex
Fetched from CodeSOTA API on 2026-04-20
vendor90.292026Source ↗Looks wrong?
02GLEM+GIANT+SAGN+SCR
Fetched from CodeSOTA API on 2026-04-20
vendor87.372026Source ↗Looks wrong?
03LD+GIANT+SAGN+SCR
Fetched from CodeSOTA API on 2026-04-20
vendor87.182026Source ↗Looks wrong?
04GraDBERT & RevGAT+KD
Fetched from CodeSOTA API on 2026-04-20
vendor86.922026Source ↗Looks wrong?
05GraphSAGE
Fetched from CodeSOTA API on 2026-04-20
verified83.892026Source ↗Looks wrong?
06GCN
Fetched from CodeSOTA API on 2026-04-20
verified82.332026Source ↗Looks wrong?
07GAT
Fetched from CodeSOTA API on 2026-04-20
verified80.992026Source ↗Looks wrong?

ogbn-arxiv Accuracy

Test accuracy on ogbn-arxiv (arXiv CS paper classification, 40 subject areas)

Higher is better

Trust tiers for ogbn-arxiv Accuracyverifiedpapervendorcommunityunverified

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

RankModelTrustScoreYearLinksFix
01BiGTex
Fetched from CodeSOTA API on 2026-04-20
vendor88.512026Source ↗Looks wrong?
02SimTeG+TAPE+RevGAT
Fetched from CodeSOTA API on 2026-04-20
vendor78.032026Source ↗Looks wrong?
03TAPE+RevGAT
Fetched from CodeSOTA API on 2026-04-20
vendor77.52026Source ↗Looks wrong?
04SimTeG+TAPE+GraphSAGE
Fetched from CodeSOTA API on 2026-04-20
vendor77.482026Source ↗Looks wrong?
05LD+REVGAT
Fetched from CodeSOTA API on 2026-04-20
vendor77.262026Source ↗Looks wrong?
06GraDBERT & RevGAT+KD
Fetched from CodeSOTA API on 2026-04-20
vendor77.212026Source ↗Looks wrong?
07GLEM+RevGAT
Fetched from CodeSOTA API on 2026-04-20
vendor76.942026Source ↗Looks wrong?
08GCN
Fetched from CodeSOTA API on 2026-04-20
verified73.62026Source ↗Looks wrong?
09GAT
Fetched from CodeSOTA API on 2026-04-20
verified73.32026Source ↗Looks wrong?
10GraphSAGE
Fetched from CodeSOTA API on 2026-04-20
verified72.952026Source ↗Looks wrong?
§ 04 · Submit a result

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