1. A computer implemented method for presenting a view of a result obtained from interaction with a collection of information, the method comprising: accessing, by a computer system, at least one result set in response to interaction with a collection of information; determining, by the computer system, at least one identifying characteristic within the at least one result set returned from the interaction with a collection of information; determining, by the computer system, a statistical distribution of the at least one identifying characteristic within the at least one result set; generating, by the computer system, a measurement of distinctiveness for the at least one result set based, at least in part, on the statistical distribution of the at least one identifying characteristic within the at least one result set, wherein the distinctiveness of the at least one result set is measured in relation to the collection of information, and wherein the generating comprises determining the measurement of distinctiveness from a statistical distribution of at least one identifying characteristic in the at least one result set against a baseline statistical distribution, and wherein the baseline statistical distribution is determined at a time of the interaction or thereafter; modifying, by the computer system, the at least one result set based at least in part on the measurement of distinctiveness for the at least one result set; and returning the modified result set; wherein the modifying the at least one result set comprises determining a contribution of the at least one identifying characteristic to the measurement of distinctiveness and highlighting the at least one identifying characteristic within the at least one result set based on the determined contribution.