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Composing Word Meanings tuna spicy-tuna salmon rice vinegar minced-tuna city town river park road country village island street mince d - tuna minced ... ... ... ... ... ... -tuna minced-tuna ... minced-tuna Vectors can be used to construct “word spaces”. However, all new words share the same representation, they thus appear identical. Humans can generalise from the structure of a word, having seen “mince” and “tuna” we can guess the meaning of “minced-tuna”. Use Deep Learning to compose a words meaning from sub-word components. The National Institute of Informatics, Tokyo, Japan 1/1

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Composing Word Meanings

tuna

spicy-tuna

salmon

rice vinegar

minced-tuna

citytownriver

park

road

countryvillage

island

street

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mince d - tuna

minced

... ... ... ...

... ...-tuna

minced-tuna ...

minced-tuna

• Vectors can be used toconstruct “word spaces”.

• However, all new wordsshare the samerepresentation, they thusappear identical.

• Humans can generalise fromthe structure of a word,having seen “mince” and“tuna” we can guess themeaning of “minced-tuna”.

• Use Deep Learning tocompose a words meaningfrom sub-word components.

The National Institute of Informatics, Tokyo, Japan 1/1