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Papers Benchmarks Datasets Tasks

Entity Classification research benchmarks – Page 2 · SOTA2 Research

Entity Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Rel-MOSS (w/o Rel-Gate)

66.23B-Acc

11

Mar 10, 2026

80.98Balanced Accuracy (B-Acc)

11

Mar 10, 2026

RELBENCH rel-event (test)

0.855AUROC

10

May 21, 2026

RELBENCH rel-event user-repeat (test)

79.26AUROC

10

May 21, 2026

RELBench user-visits

Structural Optimizer

70.15ROC-AUC

9

Jun 9, 2026

RELBench user-clicks

0.688ROC-AUC

9

Jun 9, 2026

RELBench user-ignore

Structural Optimizer

81.25ROC-AUC

9

Jun 9, 2026

RELBench user-repeat

Structural Optimizer

82.36ROC-AUC

9

Jun 9, 2026

RELBench driver-top3

Structural Optimizer

86.82ROC-AUC

9

Jun 9, 2026

RELBench driver-dnf

Structural Optimizer

78.21ROC-AUC

9

Jun 9, 2026

RELBench study-outcome

Structural Optimizer

72.35ROC-AUC

9

Jun 9, 2026

87.24Accuracy

9

Feb 26, 2026

85.88Accuracy

9

Feb 26, 2026

96.66Accuracy

9

Feb 26, 2026

RelBench rel-trial study-outcome

71.58AUC

8

Feb 26, 2026

RelBench rel-hm user-churn

69.27AUC

8

Feb 26, 2026

RelBench rel-avito user-churn

0.704AUC

8

Feb 26, 2026

MedMentions Zero-shot

19.51Precision

7

Feb 26, 2026

OntoNotes Zero-shot

31.14Precision

7

Feb 26, 2026

NELL labeling rate 0.001

61.9Accuracy

7

Feb 26, 2026

NELL labeling rate 0.01

75.7Accuracy

7

Feb 26, 2026

NELL labeling rate 0.1

84.5Accuracy

7

Feb 26, 2026

RELBENCH rel-trial study-outcome (test)

71.04AUROC

6

Feb 26, 2026

RELBENCH rel-stack (user-engagement) (test)

0.912AUROC

6

Feb 26, 2026

RELBENCH rel-hm user-churn (test)

0.706AUROC

6

Feb 26, 2026

Page 2 of 3

Popular datasets

RELBENCH NELL WN18RR Conll MUTAG

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