I am trying to use a neural net for information extraction. I want to extract a specific human name (name of the person / persons with cancer) from a document that may have many names. I have thousands of documents that contain such a name. I know this can be done strictly with NLP but I am looking for a supervised machine learning solution.
I can extract all the human names from the document using NLP. I am currently using scikit-learn’s CountVectorizer() to input my documents into a neural net. I want to also input a word2vec model trained individually on each document into the same neural net, so the network will have some understanding of the relationship between the human name and “cancer”. I know I could train a word2vec model over all of my documents and store that in the embedding layer in an RNN, but I am specifically looking for word2vec models for each individual document being passed as input into my NN. This would allow the relationship between the human name and “cancer” to be specific towards one document and not over the entire corpus.
I also plan on appending each human name in a document to their respective document and input that into my neural net. The entire network would have a binary output “has cancer” or “does not have cancer”.
Eg. Document A contains human names “a”, “b”, and “c” where “b” has cancer. Part of my training set would be A + a -> “no cancer”, A + b -> “cancer”, A + c -> “no cancer”
The above example inputs would preferably also include the word2vec model for Document A if that is possible.
Can you pass a whole word2vec model as input to a neural net, and if so what would it look like at a high level? Would I need to format my word2vec model a certain way?
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