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Many of such are found in the Natural Language Toolkit, or NLTK, an open resource collection of your local library, programs, and education and learning resources for building NLP programs. This can make it problematic to be able to not only locate a large corpus, but additionally annotate your own data — many NLP tokenization resources don’t support numerous languages. Human terminology is insanely complicated, with» «its sarcasm, synonyms, slang, and industry-specific phrases. The main problem of NLP may be the understanding and modeling of elements inside a variable context. In a natural language, words are unique but can possess different meanings based on the framework leading to ambiguity upon the lexical, syntactic, and semantic amounts.

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