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

Iftitahu Ni'mah, Meng Fang, Vlado Menkovski +1

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 re…