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Have you tried removing stopwords, wordstemming to reduce the number of parts of speech? Are the documents very short? If they don't co-occur it will not be possible to define similarity.– CSJCampbellCommented Jun 2, 2021 at 19:59
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@CSJCampbell yes I have conducted stemming, removal of numbers, white space etc.– Luke HansenCommented Jun 2, 2021 at 22:06
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