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Unknown Intent Detection on StackOverflow 50% seen classes (test)
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86.4
Accuracy
ADB
51.0608
60.2354
69.41
78.5846
Dec 18, 2020
Jan 17, 2021
Feb 16, 2021
Mar 18, 2021
Apr 17, 2021
May 17, 2021
Jun 16, 2021
Accuracy
Macro F1
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
Macro F1
ADB
Backbone=BERT
2020.12
86.4
85.83
DCLOOS
Encoder=BERT-base-uncased
2021.06
75.08
78.55
SEG
Encoder=BERT-base-uncased
2021.06
68.5
74.18
Softmax
Encoder=BERT-base-uncased
2021.06
65.96
71.94
LMCL
Encoder=BERT-base-uncased
2021.06
64.34
71.8
DOC
Encoder=BERT-base-uncased
2021.06
61.62
68.97
OpenMax
Backbone=BERT
2020.12
60.35
68.18
DeepUnk
Backbone=BERT
2020.12
58.98
68.01
MSP
Encoder=BERT-base-uncased
2021.06
56.33
62.92
DOC
Backbone=BERT
2020.12
52.53
62.84
MSP
Backbone=BERT
2020.12
52.42
63.01
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