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ID: sparsewordrepresentations
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Compressing Neural Language Models by Sparse Word Representations
Neural networks are among the state-of- the-art techniques for language modeling. Existing neural language models typically map discrete words to distributed, dense vector representations. After information processing of the preceding …...
Sparsity Makes Sense: Word Sense Disambiguation Using Sparse Contextualized Word Representations
AbstractIn this paper, we demonstrate that by utilizing sparse word representations, it becomes possible to surpass the results of more complex task-specific models on the task of fine-grained all-words word …...