Spoken Language Understanding
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
96.89Slot F1
18
Feb 26, 2026
4.69Overall Accuracy
16
Jun 25, 2026
100Intent Accuracy
16
Feb 26, 2026
96.1Slot F1
16
Feb 26, 2026
97Slot F1
15
Feb 26, 2026
10.2SLU CER
14
Feb 26, 2026
99.26Accuracy
12
Feb 26, 2026
96.8LBBA Score
11
May 12, 2026
98.4Intent Accuracy
10
Feb 26, 2026
84.41Avg Accuracy
9
Feb 26, 2026
84.41Average Accuracy
9
Feb 26, 2026
99.28Avg Accuracy
9
Feb 26, 2026
91.57Intent Accuracy
8
Jun 23, 2026
96.97Intent F1
7
Feb 26, 2026
0RI-ICER
6
Feb 26, 2026
74.3Avg Score
6
Feb 26, 2026
78.76Scenario Accuracy
5
Feb 26, 2026
88.02Accuracy (EN)
5
Feb 26, 2026
12.9ICER (Relative Improvement)
5
Feb 26, 2026
9.3ICER Improvement (%)
5
Feb 26, 2026
100EM (Oracle)
4
Jun 23, 2026
33.29Intent Accuracy
4
Jun 23, 2026
46.68Intent Accuracy
4
Jun 23, 2026
59.47Intent Accuracy
4
Jun 23, 2026
74.94Intent Accuracy
4
Jun 23, 2026