The document explains the concepts of tokens, patterns, and lexemes within the context of lexical analysis and parsing in programming languages. A token is defined as a pair that consists of a token name and an optional attribute value, while a lexeme is a sequence of characters that corresponds to this token. Patterns describe the forms that lexemes can take, and a lexer converts input characters into tokens based on these patterns, which are then processed by a parser.