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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 ...
The JMdict project was started by computational linguist Jim Breen in 1991 with the creation of EDICT (a plain text flat file in EUC-JP encoding), which was later expanded to a UTF-8-encoded XML file in 1999 as JMdict. [2] The XML format allows for multiple surface forms of lexemes and multiple readings, as well as cross-references and annotations.
Python 3.0, released in 2008, was a major revision not completely backward-compatible with earlier versions. Python 2.7.18, released in 2020, was the last release of Python 2. [37] Python consistently ranks as one of the most popular programming languages, and has gained widespread use in the machine learning community. [38] [39] [40] [41]