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Papers Benchmarks Datasets Tasks

Intent Classification research benchmarks – Page 3 · SOTA2 Research

Intent Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Clinc150 5-shot (test)

89.69Accuracy

8

Feb 26, 2026

83.04Macro F1

8

Feb 26, 2026

Arabic-script Darja

87.38Accuracy

8

Feb 26, 2026

MASSIVE-Intent (test)

80.73CFT Score

8

Feb 26, 2026

80.7Accuracy

8

Feb 27, 2026

84In-Scope Accuracy

8

Feb 26, 2026

73In-Scope Accuracy

8

Feb 26, 2026

80In-Scope Accuracy

8

Feb 26, 2026

66In-Scope Accuracy

8

Feb 26, 2026

Banking77 (dev)

100Coverage

7

Jul 3, 2026

96.1F1 Score

7

Apr 28, 2026

Rule-based (W5H2)

0Cost/1K

7

Feb 26, 2026

SNIPS-NLU (test)

88.98Accuracy

7

Feb 26, 2026

NyayaBench v2 (test)

84.8Accuracy

6

Feb 26, 2026

Intent Classification (IC)

Whisper + Llama 2 + MMS TTS

89.6Accuracy

6

Feb 26, 2026

Banking77 1.0 (train)

93.8Accuracy

6

Feb 26, 2026

Banking77 30 samples 1.0 (train)

0.906Accuracy

6

Feb 26, 2026

Banking77 10 samples 1.0 (train)

85.19Accuracy

6

Feb 26, 2026

Multilingual SLU EN-TH (test)

89.71Accuracy

6

Feb 26, 2026

Multilingual SLU EN-ES (test)

96.81Accuracy

6

Feb 26, 2026

SIB-200 Bengali

74.7Accuracy

5

Apr 21, 2026

60.6Accuracy

5

Apr 21, 2026

71.7Accuracy

5

Apr 21, 2026

56.6Accuracy

5

Apr 21, 2026

98.57Accuracy

5

Apr 14, 2026

Page 3 of 5

Popular datasets

Banking77 MASSIVE Banking CLINC150 HWU64

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