The paper deals with flexible and very large vocabulary isolated word recognition systems. In particular it discusses two main topics referring to a speaker independent isolated word recognizer: the evaluation of the recognizer performance with vocabularies of different size and with different entries, and the generation of "artificial" word utterances for fast lexical access to very large vocabularies.