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Many of those are found inside the Natural Vocabulary Toolkit, or NLTK, an open resource collection of libraries, programs, and education resources for building NLP programs. This tends to make it problematic in order to not only find a large corpus, but in addition annotate your own data — many NLP tokenization resources don’t support several languages. Human terminology is insanely intricate, with” “its sarcasm, synonyms, slang, and industry-specific terms. The main obstacle of NLP will be the understanding and modeling of elements within a variable context. In a natural terminology, words are distinctive but can have different meanings depending on the circumstance resulting in ambiguity upon the lexical, syntactic, and semantic levels.

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