Codesota · Benchmark · CoraHome/Leaderboards/Structured Data & Forecasting/Node Classification/Cora
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Cora.

Citation network of scientific papers. 2708 nodes, 5429 edges, 7 classes. Classic GNN benchmark.

Paper ↗Leaderboard ↓
§ 01 · Leaderboard

Results by metric.

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accuracy

Accuracy is the reported evaluation metric for Cora. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Trust tiers for accuracyverifiedpapervendorcommunityunverified

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

RankModelTrustScoreYearLinksFix
01TAPE + RevGAT
Fetched from CodeSOTA API on 2026-04-20
verified92.92026Source ↗Looks wrong?
02AuGLM (T5-large)
Fetched from CodeSOTA API on 2026-04-20
verified91.512026Source ↗Looks wrong?
03ENGINE
Fetched from CodeSOTA API on 2026-04-20
verified91.482026Source ↗Looks wrong?
04InstructGLM
Fetched from CodeSOTA API on 2026-04-20
verified90.772026Source ↗Looks wrong?
05GLEM + RevGAT
Fetched from CodeSOTA API on 2026-04-20
verified88.562026Source ↗Looks wrong?
06GCNLLMEmb
Fetched from CodeSOTA API on 2026-04-20
verified88.152026Source ↗Looks wrong?
07LLaGA (Mistral-7B)
Fetched from CodeSOTA API on 2026-04-20
verified87.552026Source ↗Looks wrong?
08SDGAT
Fetched from CodeSOTA API on 2026-04-20
verified85.292026Source ↗Looks wrong?
09GCN* (tuned)
Fetched from CodeSOTA API on 2026-04-20
verified85.082026Source ↗Looks wrong?
10GAT* (tuned)
Fetched from CodeSOTA API on 2026-04-20
verified84.642026Source ↗Looks wrong?
11SGFormer
Fetched from CodeSOTA API on 2026-04-20
verified84.52026Source ↗Looks wrong?
12GraphSAGE* (tuned)
Fetched from CodeSOTA API on 2026-04-20
verified84.182026Source ↗Looks wrong?
13Polynormer
Fetched from CodeSOTA API on 2026-04-20
verified83.252026Source ↗Looks wrong?
14GOAT
Fetched from CodeSOTA API on 2026-04-20
verified83.182026Source ↗Looks wrong?
15GAT
Fetched from CodeSOTA API on 2026-04-20
verified832026Source ↗Looks wrong?
16GraphGPS
Fetched from CodeSOTA API on 2026-04-20
verified82.842026Source ↗Looks wrong?
17Exphormer
Fetched from CodeSOTA API on 2026-04-20
verified82.772026Source ↗Looks wrong?
18GraphSAGE
Fetched from CodeSOTA API on 2026-04-20
verified82.682026Source ↗Looks wrong?
19NodeFormer
Fetched from CodeSOTA API on 2026-04-20
verified82.22026Source ↗Looks wrong?
20NAGphormer
Fetched from CodeSOTA API on 2026-04-20
verified82.122026Source ↗Looks wrong?
21GCN
Fetched from CodeSOTA API on 2026-04-20
verified81.52026Source ↗Looks wrong?
§ 04 · Submit a result

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