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Intent Detection research benchmarks – Page 2 · SOTA2 Research

Intent Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Goal-based strategy

87.4Macro-F1

9

Mar 31, 2026

Goal-based strategy

88.7Macro F1 Score

9

Mar 31, 2026

98.7F1 Score

8

Feb 27, 2026

97.8F1 Score

8

Feb 27, 2026

96.9Accuracy (Pred)

6

Jun 5, 2026

MultiATIS++ (test)

98.77Acc (en)

5

Feb 26, 2026

Intent Coded Original Posts (Smoking Cessation Support Groups) All Intent Labels (Average)

two-level data augmentation strategy

86.1Precision

4

Feb 26, 2026

ATIS noisy speech input (test)

2-gram LM decoding + Joint training RNN LM rescoring

4.44Intent Error Rate

4

Feb 26, 2026

Additional ATIS corpus (10-fold cross val)

Attention BiRNN

5.6Intent Error

4

Feb 26, 2026

ATIS 8 (coarse), 21

98.1Accuracy

3

Jun 26, 2026

SNIPS 7 classes

99.1Accuracy

3

Jun 26, 2026

8.983Throughput (sentences/sec)

3

Feb 26, 2026

94.56Accuracy

3

Feb 26, 2026

Balanced prompt dataset GPT-5.4 (test)

input-phase intent detector

100TPR

1

Apr 24, 2026

Page 2 of 2

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