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Temporal Relation Classification research benchmarks · SOTA2 Research

Temporal Relation Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Unified-Framework

68.1F-score

25

Feb 26, 2026

TimeBankNT (test)

Human performance

73Accuracy

6

Apr 15, 2026

TempEval-3 (Platinum)

69.1Precision

5

Feb 26, 2026

MATRES Contrast set (test)

Syntax-guided Graph Transformer

64.8Accuracy

2

Feb 26, 2026

MATRES Original 100-sample (test)

Syntax-guided Graph Transformer

77Accuracy

2

Feb 26, 2026

Popular datasets

MATRES TempEval TB-DENSE TimeBankNT

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