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Implementation of multiple approaches to the microsoft research sentence completion challenge, including the suggestion for a new, novel solution.
Each neurone in a HNN (Fully recurrent neural network) could represent a work (excluding stop works, punctuation, etc...) and co-occurance of words in sentences could lead to strengthened connection between words.
This works technically function similarly to an n-gram, but would be fuzzier. The question is, does a fuzzy HNN grant better accuracy - being that it has the capacity to look at the whole sentence at once, but ignores order.
Dynamically growing dictionaries aren't fun, so we should just make a tri and quadrigram. Would be easier, and work just as well.
We could then make a 5-gram and show that it starts to get worse with decreasing frequency of combinations.
An experiment here could show which n-gram size is the best. This isn't needed, but it's a good fun extension that shows knowledge, gives more writing points, and gives explanation.
It's just faster than python, and if I want to look through the whole dataset, it might be faster to make dictionaries and stuff in C (#/++) and then do the bulk processing and prediction in python after
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