List your company

ResearchFormerly WizWand

Intent Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

All Posts and Comment Mean

68.51Mean Score

42

May 14, 2026

99.43ID Accuracy

32

Apr 14, 2026

Comment Dataset Out-of-Distribution

65.6F1 Score (val)

21

May 14, 2026

Posts Dataset Out-of-Distribution

self-consistency

70.37F1 Score (val)

21

May 14, 2026

Comment Dataset In-Distribution

66.47F1 Score (Validation)

21

May 14, 2026

Posts Dataset In-Distribution

76.46F1 Score (Validation)

21

May 14, 2026

94.27Accuracy

18

Feb 26, 2026

85.02Accuracy

18

Feb 26, 2026

89.16Accuracy

16

Feb 26, 2026

CLINC 10-shot (test)

ROBERTa-Large + Classifier + ICDA

94.84Accuracy

16

Feb 26, 2026

HWU 10-shot (test)

ROBERTa-Large + Classifier + ICDA

87.41Accuracy

16

Feb 26, 2026

BANKING 10-shot (test)

ROBERTa-Large + Classifier + ICDA

89.79Accuracy

16

Feb 26, 2026

SNIPS Type 3 (test)

96.2Accuracy

15

Mar 17, 2026

SNIPS Type 2 (test)

98.9Accuracy

15

Mar 17, 2026

SNIPS Type 1 (test)

98.6Accuracy

15

Mar 17, 2026

Joint model with recurrent intent + slot label context

1.57Intent Error

13

Feb 26, 2026

CLINC 5-shot (test)

ROBERTa-Large + Classifier + ICDA

92.62Accuracy

12

Feb 26, 2026

HWU 5-shot (test)

ROBERTa-Large + Classifier + ICDA

0.825Accuracy

12

Feb 26, 2026

BANKING 5-shot (test)

ROBERTa-Large + Classifier + ICDA

84.01Accuracy

12

Feb 26, 2026

CLINC Full (test)

97.31Accuracy

11

Feb 26, 2026

HWU Full (test)

93.03Accuracy

11

Feb 26, 2026

BANKING Full (test)

ROBERTa-Large + Classifier + ICDA

94.42Accuracy

11

Feb 26, 2026

89.96Accuracy

10

Feb 26, 2026

72.4Macro F1

9

Mar 31, 2026

Goal-based strategy

69.8Macro-F1

9

Mar 31, 2026