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cs.CL2022★ 5 cited
How Effective is Byte Pair Encoding for Out-Of-Vocabulary Words in Neural Machine Translation?
Ali Araabi, Christof Monz, Vlad Niculae
Neural Machine Translation (NMT) is an open vocabulary problem. As a result, dealing with the words not occurring during training (a.k.a. out-of-vocabulary (OOV) words) have long b…
cs.LG2022
Modeling Structure with Undirected Neural Networks
Tsvetomila Mihaylova, Vlad Niculae, André F. T. Martins
Neural networks are powerful function estimators, leading to their status as a paradigm of choice for modeling structured data. However, unlike other structured representations tha…