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Many of those are found within the Natural Vocabulary Toolkit, or NLTK, an open source collection of your local library, programs, and education helpful building NLP programs. This tends to make it problematic to not only look for a large corpus, but in addition annotate your own data — many NLP tokenization tools don’t support many languages. Human language is insanely complicated, with” “their sarcasm, synonyms, slang, and industry-specific terms. The main problem of NLP will be the understanding and building of elements in just a variable context. In a natural language, words are special but can have got different meanings depending on the circumstance resulting in ambiguity about the lexical, syntactic, and semantic levels.

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