21. The system of claim 18 , wherein the updated search results are filtered at least based on the search term in the search query.
18. A system comprising: at least one memory that stores computer-executable instructions; and at least one processor configured to access the at least one memory, wherein the at least one processor is configured to execute the computer-executable instructions to collectively at least: receive, from a user, at least a portion of a search query for an item offered by one or more item providers, the search query providing search results; determine an 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 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; determine a definition by a quantitative measurement of the interaction of the user with the system, the definition for assisting the user in adjusting the search query to incorporate an enhanced query language; generate a comment comprising the definition associated with the enhanced query language; determine a search term in the search query from the user; alter the comment to include instructions to assist the user in constructing an adjusted search query using the search term; cause the comment to be displayed with the definition; receive the adjusted search query from the user based at least in part on the comment and the definition; obtain updated 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 updated search results, the updated search results excluding at least a subset of the search results; and provide the updated search results to the user.