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These models are so fluent in generating text that human experts cannot identify if an example was human-authored or machine-generated. [9] Transformer-based paraphrase generation relies on autoencoding, autoregressive, or sequence-to-sequence methods. Autoencoder models predict word replacement candidates with a one-hot distribution over the ...
Text simplification is an operation used in natural language processing to change, enhance, classify, or otherwise process an existing body of human-readable text so its grammar and structure is greatly simplified while the underlying meaning and information remain the same. Text simplification is an important area of research because of ...
Sentence extraction is a technique used for automatic summarization of a text. In this shallow approach, statistical heuristics are used to identify the most salient sentences of a text. Sentence extraction is a low-cost approach compared to more knowledge-intensive deeper approaches which require additional knowledge bases such as ontologies ...
Article spinning can use a variety of methods; a straightforward one is "spintax". Spintax (or spin syntax) uses a marked-up version of text to indicate which parts of the text should be altered or rearranged. The different variants of one paragraph, one or several sentences, or groups of words or words are marked.
Natural language processing (NLP) is a subfield of computer science and especially artificial intelligence.It is primarily concerned with providing computers with the ability to process data encoded in natural language and is thus closely related to information retrieval, knowledge representation and computational linguistics, a subfield of linguistics.
IWE combines Word2vec with a semantic dictionary mapping technique to tackle the major challenges of information extraction from clinical texts, which include ambiguity of free text narrative style, lexical variations, use of ungrammatical and telegraphic phases, arbitrary ordering of words, and frequent appearance of abbreviations and acronyms ...