6. A computer-implemented method, comprising: receiving, from a user, at least a portion of a first search query for identifying items offered by one or more item providers; obtaining first search results based at least in part upon the first search query; providing the first search results to the user; refining the first search results based at least in part upon an interaction with the user to generate an adjusted search query, the interaction with the user comprising at least one of ordering at least one of the items offered by the one or more item providers, scrolling through the first search results of the items offered by the one or more item providers, or providing feedback about at least one of the items offered by the one or more item providers; determining a definition by a quantitative measurement of the interaction with the user, the definition for assisting the user in adjusting the first search query to incorporate a first syntax of the first search query into a second syntax of the adjusted search query usable to obtain second search results; generating a comment comprising the definition; determining a search term in the first search query from the user; altering the comment to include instructions to assist the user in constructing the adjusted search query using the search term with the second syntax of the first search query; causing the comment to be provided to the user, the comment to be displayed with the definition; receiving the adjusted search query from the user based at least in part on the comment and the definition; obtaining the second search results based at least in part on the adjusted search query and absent of a transformation by the computer system of the adjusted search query to obtain the second search results, the second search results excluding at least a subset of the first search results; and providing the second search results to the user.
8. The computer-implemented method of claim 6 further comprising causing the comment to be provided to initiate the feedback from the user after receiving an indication that one or more interactions have exceeded a threshold.