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Papers Benchmarks Datasets Tasks

Graph Regression research benchmarks – Page 2 · SOTA2 Research

Graph Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

OGBG-MOL FreeSolv (random)

1.949L2 Loss

12

Feb 26, 2026

OGBG-MOL ESOL (random)

0.565L2 Loss

12

Feb 26, 2026

OGB-molfreesolv

2.279RMSE

11

Apr 20, 2026

ZINC 10K (test)

0.079MAE

11

Feb 26, 2026

OGB-LSC PCQM4M v2 (test-dev)

EGT-Large (24 layers)

0.087MAE

11

Feb 26, 2026

9.58MAE

11

Feb 26, 2026

9.65MAE

11

Feb 26, 2026

0.035RSE

10

May 22, 2026

Peptides-struct (train)

0.229MAE

10

Feb 26, 2026

OGBG-PCQM4M v1 (val)

0.12MAE

10

Feb 26, 2026

ZINC (Unseen Graph)

0.281MAE

10

Feb 26, 2026

0.231mu

10

Feb 26, 2026

Peptides-struct LRGB v1

28.79MAE

9

Jun 23, 2026

OGB-LSC PCQM4M (test)

0.133MAE

9

Feb 26, 2026

PCQM4M v2 (test)

0.08MAE

8

Feb 26, 2026

0.019MAE

7

Mar 19, 2026

74.4MAE

7

Mar 19, 2026

1.074RMSE

7

Mar 19, 2026

Peptides-struct v1 (test)

0.245MAE

7

Feb 26, 2026

Materials Project 2021.05 (test)

0.028Energy (eV/atom)

7

Feb 27, 2026

House-OrGrid-Volume MultipleMotif (test)

94.1AUC-ROC

6

Jun 5, 2026

Crippen MultipleMotif (test)

56.5AUC-ROC

6

Jun 5, 2026

Triangles MultipleMotif (test)

0.648AUC-ROC

6

Jun 5, 2026

BA-Motif-Counting MultipleMotif (test)

0.946AUC-ROC

6

Jun 5, 2026

House-Grid-Volume SingleMotif (test)

96.6AUC-ROC

6

Jun 5, 2026

Page 2 of 3

Popular datasets

ZINC PCQM4M Peptides QM8 Peptides-struct

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