ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection

The ability to detect Out-of-Domain (OOD) inputs has been a critical requirement in many real-world NLP applications. For example, intent classification in dialogue systems. The reason is that the inclusion of unsupported OOD inputs may lead to catastrophic failure of systems. However, it remains an...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	arXiv.org 2021-09
Hauptverfasser:	Ni'mah, Iftitahu, Meng, Fang, Menkovski, Vlado, Pechenizkiy, Mykola
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Catastrophic failure analysis Computer Science - Computation and Language Domains Maximization Neural networks Optimization
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!