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by acpetrov 2831 days ago
Would it be worth trying to think of words with different meanings as entirely new words? So, "white" in one sentence may be a different word than "white" in another?
1 comments

There's a long list of papers on that - 'multi-sense word embeddings'. But more recently we have found that passing the raw character embeddings through a two layer BiLSTM will resolve the ambiguity of meaning from context - 'ElMO'.

https://arxiv.org/abs/1802.05365 (state of the art)