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The general idea (using word frequencies in context) is Firth's distributional hypothesis [0]. Related to this is the idea of a distributional representation wh
by thashim 10y ago
The general idea (using word frequencies in context) is Firth's distributional hypothesis [0]. Related to this is the idea of a distributional representation which is covered by Gardenfors in his book on conceptual spaces.
For word2vec and such, several papers in this year's TACL explain why these methods should work [1,2].
[0] https://www.aclweb.org/aclwiki/index.php?title=Distributional_Hypothesis https://www.aclweb.org/aclwiki/index.php?title=Distributiona...
[1] https://transacl.org/ojs/index.php/tacl/article/viewFile/742/204 https://transacl.org/ojs/index.php/tacl/article/viewFile/742...
[2]https://transacl.org/ojs/index.php/tacl/article/viewFile/809/195 https://transacl.org/ojs/index.php/tacl/article/viewFile/809...