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Unknown Intent Detection research benchmarks · SOTA2 Research

Unknown Intent Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

86.79Macro F1

20

Feb 26, 2026

84.1Macro F1

15

Feb 26, 2026

StackOverflow 50% seen classes (test)

86.4Accuracy

11

Feb 26, 2026

M-CID-EN 75% seen classes (test)

80.24Accuracy

6

Feb 26, 2026

Banking 75% seen classes (test)

81.07Accuracy

6

Feb 26, 2026

StackOverflow 75% seen classes (test)

81.71Accuracy

6

Feb 26, 2026

CLINC150 75% seen classes (test)

88.08Accuracy

6

Feb 26, 2026

M-CID-EN 50% seen classes (test)

81.05Accuracy

6

Feb 26, 2026

Banking 50% seen classes (test)

72.69Accuracy

6

Feb 26, 2026

CLINC150 50% seen classes (test)

88.33Accuracy

6

Feb 26, 2026

M-CID-EN 25% seen classes (test)

87.08Accuracy

6

Feb 26, 2026

Banking 25% seen classes (test)

74.11Accuracy

6

Feb 26, 2026

StackOverflow 25% seen classes (test)

68.74Accuracy

6

Feb 26, 2026

CLINC150 25% seen classes (test)

88.44Accuracy

6

Feb 26, 2026

Popular datasets

StackOverflow Banking CLINC150 M-CID-EN ATIS

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