Software reuse utilizing naive group annotation of incomplete software descriptions. A software code is decimated whereby the software code's attributes, such as variable, class and method names are obfuscated into non-informative forms. The decimated software code is then presented to two or more participants that include at least one naive and one informed participant. The naive participant(s) poses a predetermined number of question(s) to and receive answer(s) from the informed participant(s). After receiving the answer(s) posed to the informed participant(s), the naive participant(s) proceeds to guess the function of the presented decimated software code. The annotations, i.e., questions and answers, to the decimated software code under review are collected and stored in a database.