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cs.CL2018★ 1 cited
Analysing Dropout and Compounding Errors in Neural Language Models
James O' Neill, Danushka Bollegala
This paper carries out an empirical analysis of various dropout techniques for language modelling, such as Bernoulli dropout, Gaussian dropout, Curriculum Dropout, Variational Drop…
cs.CL2018★ 1 cited
Angular-Based Word Meta-Embedding Learning
James O' Neill, Danushka Bollegala
Ensembling word embeddings to improve distributed word representations has shown good success for natural language processing tasks in recent years. These approaches either carry o…