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Term are nouns or noun phrases extracted from text whereas entity are proper nouns.
In lexical analysis, these symbols are said to be terminal, because they cannot be substituted by any other symbols. See Language - (Grammar | Syntax | Lexicon)
See also: Natural Language - Token (Word|Term) ???