Bare Phrase Structure is a minimalist approach to syntactic theory, proposed by Noam Chomsky, which eliminates the need for pre-defined syntactic categories and instead builds structures directly from the lexicon using a single operation called 'Merge'. This approach emphasizes the economy and efficiency of syntactic derivation by reducing redundancy and simplifying the computational system involved in language processing.