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Do NLP Models Know Numbers? Probing Numeracy in Embeddings

EMNLP/IJCNLP (1), pp.5306-5314, (2019)

被引用49|浏览324
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The ability to understand and work with numbers (numeracy) is critical for many complex reasoning tasks. Currently, most NLP models treat numbers in text in the same way as other tokens---they embed them as distributed vectors. Is this enough to capture numeracy? We begin by investigating the numerical reasoning capabilities of a state-...更多

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