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cs.CL2021★ 3 cited
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…
cs.CL2019
BSDAR: Beam Search Decoding with Attention Reward in Neural Keyphrase Generation
Iftitahu Ni'mah, Vlado Menkovski, Mykola Pechenizkiy
This study mainly investigates two common decoding problems in neural keyphrase generation: sequence length bias and beam diversity. To tackle the problems, we introduce a beam sea…