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Models/ADB

ADB

Reported on 18 benchmarks across 1 task · 1 paper · 18 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing18 results

Intent DetectiononStackOverFlow(75%known)
1:1 Accuracy· 2020-12-18
82.78
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononStackOverFlow(75%known)
F1-score· 2020-12-18
85.99
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononBANKING-77 (50% known)
1:1 Accuracy· 2020-12-18
78.86
best: 83.78 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononBANKING-77 (50% known)
F1-score· 2020-12-18
80.9
best: 84.93 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononStackOverFlow(25%known)
1:1 Accuracy· 2020-12-18
86.72
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononStackOverFlow(25%known)
F1-score· 2020-12-18
80.83
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononOOS(25%known)
1:1 Accuracy· 2020-12-18
87.59
best: 91.81 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononOOS(25%known)
F1-score· 2020-12-18
77.19
best: 85.9 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononBANKING-77 (75% known)
1:1 Accuracy· 2020-12-18
81.08
best: 84.4 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononBANKING-77 (75% known)
F1-score· 2020-12-18
85.96
best: 88.39 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononBANKING77 (25%known)
1:1 Accuracy· 2020-12-18
78.85
best: 85.71 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononBANKING77 (25%known)
F1-score· 2020-12-18
71.62
best: 78.86 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononOOS(75%known)
1:1 Accuracy· 2020-12-18
86.32
best: 88.54 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononOOS(75%known)
F1-score· 2020-12-18
88.53
best: 92.21 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononOOS(50%known)
1:1 Accuracy· 2020-12-18
86.54
best: 88.81 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononOOS(50%known)
F1-score· 2020-12-18
85.05
best: 89.19 (Metric learning + Adaptive Decision Boundary)
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononStackOverFlow(50%known)
1:1 Accuracy· 2020-12-18
86.4
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209
Intent DetectiononStackOverFlow(50%known)
F1-score· 2020-12-18
85.83
SOTA
Deep Open Intent Classification with Adaptive Decision Boundary arXiv:2012.10209