Semantic biomedical resource discovery: a Natural Language Processing framework Full Text
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The process enables computers to identify and make sense of documents, paragraphs, sentences, and words as a whole. Semantic search brings intelligence to search engines, and natural language processing and understanding are important components. Machine learning-based semantic analysis involves sub-tasks such as relationship extraction and word sense disambiguation.
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This free course covers everything you need to build state-of-the-art language models, from machine translation to question-answering, and more. It is the first part of semantic analysis, in which we study the meaning of individual words. It involves words, sub-words, affixes (sub-units), compound words, and phrases also. Antonyms refer to pairs of lexical terms that have contrasting meanings or words that have close to opposite meanings.
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With these two technologies, searchers can find what they want without having to type their query exactly as it’s found on a page or in a product. In other words, we can say that polysemy has the same spelling but different and related meanings. Speech recognition, for example, has gotten very good and works almost flawlessly, but we still lack this kind of proficiency in natural language understanding. Your phone basically understands what you have said, but often can’t do anything with it because it doesn’t understand the meaning behind it.