1. A method, in an information handling system comprising a processor and a memory, for generating user-specific interaction modes for processing question and answers at the information handling system, the method comprising: extracting, by the system, a plurality of user context parameters identifying a usage scenario for the user, where the user context parameters are selected from a group consisting of a user ID, user group, user name, age, gender, date, time, location, input or output device type, mode, name, or IP address, and topic associated with a user submitted question; identifying, by the system, a first input presentation mode and a first output presentation mode for the user based on the plurality of user context parameters extracted for the user, where the first input presentation mode comprises a default input presentation mode comprising specified question assistance settings to facilitate question submissions that are selected from a group consisting of a question clarification setting, question completion setting spell correction setting, and disambiguation assistance setting, and where the first output presentation mode comprises a first set of answer assistance settings to facilitate answer responses; monitoring, by the system, user interaction with the system to detect dialog state information between the user and the system; and adjusting, by the system, the first input and output presentation modes to become modified input and output presentation modes which are personalized over time based on the user interaction with the system.