Datasets › OGB

OGB (Open Graph Benchmark)

Introduced by Weihua Hu et al. in Open Graph Benchmark: Datasets for Machine Learning on Graphs archive 2025-07-28

The Open Graph Benchmark (OGB) is a collection of realistic, large-scale, and diverse benchmark datasets for machine learning on graphs. OGB datasets are automatically downloaded, processed, and split using the OGB Data Loader. The model performance can be evaluated using the OGB Evaluator in a unified manner. OGB is a community-driven initiative in active development.

Source: https://ogb.stanford.edu/ Image Source: https://ogb.stanford.edu/

Benchmarks archive 2025-07-28

All 17 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Node Property Prediction ogbn-arxiv BiGTex Test Accuracy 0.8851 ± 0.0027 Integrating Structural and Semantic Signals in... Azadeh297/BiGTex 86 Compare
Node Property Prediction ogbn-products GLEM+EnGCN Test Accuracy 0.9014 ± 0.0012 Learning on Large-scale Text-attributed Graphs via... andyjzhao/glem +1 64 Compare
Graph Property Prediction ogbg-molhiv HyperFusion Test ROC-AUC 0.8475 ± 0.0003 — — 43 Compare
Node Property Prediction ogbn-mag LDHGNN Test Accuracy 0.8789 ± 0.0024 — — 39 Compare
Graph Property Prediction ogbg-molpcba HyperFusino Test AP 0.3204 ± 0.0001 — — 36 Compare
Link Property Prediction ogbl-collab E2N Test Hits@50 0.9515 ± 0.1410 Edge2Node: Reducing Edge Prediction to Node Classification — 34 Compare
Link Property Prediction ogbl-ddi HyperFusion Ext. data No — — 31 Compare
Link Property Prediction ogbl-wikikg2 RelEns Test MRR 0.7392 ± 0.0011 Relation-aware Ensemble Learning for Knowledge Graph Embedding lars-research/relens +1 30 Compare
Link Property Prediction ogbl-ppa ** E2N** Ext. data No Edge2Node: Reducing Edge Prediction to Node Classification — 26 Compare
Node Property Prediction ogbn-proteins LD+GAT Ext. data Yes Label Deconvolution for Node Representation Learning on... MIRALab-USTC/LD 26 Compare
Link Property Prediction ogbl-citation2 GraphGPT(d1n30) Ext. data No GraphGPT: Graph Learning with Generative Pre-trained Transformers alibaba/graph-gpt 23 Compare
Graph Property Prediction ogbg-code2 SAT++ with Magnetic Laplacian Test F1 score 0.2222 ± 0.0010 Transformers Meet Directed Graphs deepmind/digraph_transformer 21 Compare
Node Property Prediction ogbn-papers100M GLEM+GIANT+GAMLP Test Accuracy 0.7037 ± 0.0002 Learning on Large-scale Text-attributed Graphs via... andyjzhao/glem +1 20 Compare
Graph Property Prediction ogbg-ppa GatedGCN+ Ext. data No Unlocking the Potential of Classic GNNs for Graph-level... LUOyk1999/GNNPlus 18 Compare
Link Property Prediction ogbl-biokg RelEns Test MRR 0.9618 ± 0.0002 Relation-aware Ensemble Learning for Knowledge Graph Embedding lars-research/relens +1 16 Compare
Link Prediction ogbl-collab Edge2Node Test Hits@50 0.9515 Edge2Node: Reducing Edge Prediction to Node Classification — 1 Compare
Node Classification ogbn-products FIT-GNN Inference Time (ms) 0.0016 FIT-GNN: Faster Inference Time for GNNs Using Coarsening Roy-Shubhajit/FIT-GNN 1 Compare

Papers archive 2025-07-28

30 shown of 141 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1,000. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex 1 1 16 Apr 2025 not harvested
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence 1 6 13 Feb 2025 ran 4 of 12 samples (8 unverified)
Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification 1 3 11 Dec 2024 not harvested
Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods 1 3 22 Nov 2024 ran 0 of 3 samples (3 unverified)
Reconsidering the Performance of GAE in Link Prediction 2 3 6 Nov 2024 not harvested
FIT-GNN: Faster Inference Time for GNNs Using Coarsening 1 1 19 Oct 2024 not harvested
Next Level Message-Passing with Hierarchical Support Graphs 1 1 22 Jun 2024 ran 4 of 10 samples (6 unverified)
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification 1 6 13 Jun 2024 ran 2 of 9 samples (7 unverified)
Polynormer: Polynomial-Expressive Graph Transformer in Linear Time 2 2 2 Mar 2024 ran 5 of 8 samples (3 unverified)
Loss-aware Curriculum Learning for Heterogeneous Graph Neural Networks 1 1 29 Feb 2024 not harvested
Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers 3 1 7 Feb 2024 ran 10 of 13 samples (3 unverified)
GraphGPT: Graph Learning with Generative Pre-trained Transformers 1 3 31 Dec 2023 not harvested
Edge2Node: Reducing Edge Prediction to Node Classification 0 3 6 Nov 2023 not harvested
Efficient Heterogeneous Graph Learning via Random Projection 1 1 23 Oct 2023 ran 5 of 8 samples (3 unverified; 8 pointer-only for licence)
Ensemble Learning for Graph Neural Networks 2 1 22 Oct 2023 not harvested
Relation-aware Ensemble Learning for Knowledge Graph Embedding 2 2 13 Oct 2023 not harvested
Label Deconvolution for Node Representation Learning on Large-scale Attributed Graphs against Learning Bias 1 4 26 Sep 2023 not harvested
Prior Bilinear Based Models for Knowledge Graph Completion 1 1 25 Sep 2023 not harvested
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes 1 1 22 Sep 2023 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Circle Feature Graphormer: Can Circle Features Stimulate Graph Transformer? 1 1 11 Sep 2023 not harvested
Pure Message Passing Can Estimate Common Neighbor for Link Prediction 1 2 2 Sep 2023 ran 5 of 10 samples (5 unverified; 10 pointer-only for licence)
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes 0 1 13 Aug 2023 not harvested
SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning 2 2 3 Aug 2023 ran 3 of 4 samples (1 unverified)
Long-range Meta-path Search on Large-scale Heterogeneous Graphs 4 3 17 Jul 2023 ran 3 of 7 samples (4 unverified; 7 pointer-only for licence)
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation 2 1 26 Jun 2023 not harvested
Spectral Heterogeneous Graph Convolutions via Positive Noncommutative Polynomials 2 2 31 May 2023 not harvested
Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning 3 1 31 May 2023 ran 4 of 7 samples (3 unverified; 1 pointer-only for licence)
How to Turn Your Knowledge Graph Embeddings into Generative Models 1 1 25 May 2023 not harvested
Graph Propagation Transformer for Graph Representation Learning 1 1 19 May 2023 ran 4 of 8 samples (4 unverified; 8 pointer-only for licence)
Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering 2 1 10 May 2023 ran 0 of 4 samples (4 unverified)

The full list of 141 is in the JSON twin.

Dataset loaders archive 2025-07-28

2 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • ogbl-wikikg2
  • ogbl-ppa
  • ogbl-ddi
  • ogbl-collab
  • ogbl-citation2
  • ogbl-biokg
  • ogbg-ppa
  • ogbg-molpcba
  • ogbg-code2
  • ogbn-mag
  • ogbn-papers100M
  • ogbg-molhiv
  • ogbn-proteins
  • ogbn-products
  • ogbn-arxiv
  • OGB

16 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections