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Argument identification and classification research benchmarks · SOTA2 Research

Argument identification and classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AMPERE (ROBERTa)

76.7Arg-I Score

48

Feb 26, 2026

AMPERE (ROBERTa)

80.9Arg-I Score

48

Feb 26, 2026

AMPERE (AMRBART)

78.1Arg-I

42

Feb 26, 2026

AMPERE (AMRBART)

78.8Arg-I Performance

42

Feb 26, 2026

CoNLL 2009 (test)

High-Order model

90.7F1 Score

12

Feb 26, 2026

56.8F1 Score

11

Feb 26, 2026

ACE05-EN+ (test)

55F1 Score

6

Feb 26, 2026

CoNLL 2009 (dev)

BERT-LSTM-large

89.3F1 Score

5

Feb 26, 2026

CoNLL 2009 (Brown)

BERT-LSTM-large

83.5F1 Score

3

Feb 26, 2026

Popular datasets

ACE Conll ERE-EN

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