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Models/Metric learning + Adaptive Decision Boundary

Metric learning + Adaptive Decision Boundary

Reported on 12 benchmarks across 1 task · 1 paper · 12 SOTA

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

Natural Language Processing12 results

  • Intent DetectiononBANKING-77 (50% known)
    1:1 Accuracy· 2022-04-22
    83.78
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononBANKING-77 (50% known)
    F1-score· 2022-04-22
    84.93
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononOOS(25%known)
    1:1 Accuracy· 2022-04-22
    91.81
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononOOS(25%known)
    F1-score· 2022-04-22
    85.9
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononBANKING-77 (75% known)
    1:1 Accuracy· 2022-04-22
    84.4
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononBANKING-77 (75% known)
    F1-score· 2022-04-22
    88.39
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononBANKING77 (25%known)
    1:1 Accuracy· 2022-04-22
    85.71
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononBANKING77 (25%known)
    F1-score· 2022-04-22
    78.86
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononOOS(75%known)
    1:1 Accuracy· 2022-04-22
    88.54
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononOOS(75%known)
    F1-score· 2022-04-22
    92.21
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononOOS(50%known)
    1:1 Accuracy· 2022-04-22
    88.81
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849
  • Intent DetectiononOOS(50%known)
    F1-score· 2022-04-22
    89.19
    SOTA
    Metric Learning and Adaptive Boundary for Out-of-Domain DetectionarXiv:2204.10849