4. An information handling system comprising: one or more processors; one or more data stores accessible by at least one of the processors; a memory coupled to at least one of the processors; and a set of computer program instructions stored in the memory and executed by at least one of the processors in order to perform actions of: selecting a question submitted to a question answering (QA) system; analyzing data pertaining to a plurality of answers generated by the QA system, wherein the analysis results in a stability characteristic pertaining to each of the plurality of answers, and wherein the analyzing further comprises actions of: determining one or more key characteristics pertaining to each answer; identifying a set of answers that has changed over time, wherein the set of answers includes one or more answers from the plurality of answers; identifying one or more reasons that the set of answers changed; building an inference chain for each answer included in the set of answers, wherein each inference chain links a characteristic selected from the one or more characteristics, a reason selected from the one or more reasons, and a time period over which the respective answer changed; and storing the inference chains in a corpora of the QA system; adjusting a confidence value associated with each of the answers based on the respective answer's stability characteristic; and providing one or more of the answers to a requestor based on the adjusted confidence values.
4. An information handling system comprising: one or more processors; one or more data stores accessible by at least one of the processors; a memory coupled to at least one of the processors; and a set of computer program instructions stored in the memory and executed by at least one of the processors in order to perform actions of: selecting a question submitted to a question answering (QA) system; analyzing data pertaining to a plurality of answers generated by the QA system, wherein the analysis results in a stability characteristic pertaining to each of the plurality of answers, and wherein the analyzing further comprises actions of: determining one or more key characteristics pertaining to each answer; identifying a set of answers that has changed over time, wherein the set of answers includes one or more answers from the plurality of answers; identifying one or more reasons that the set of answers changed; building an inference chain for each answer included in the set of answers, wherein each inference chain links a characteristic selected from the one or more characteristics, a reason selected from the one or more reasons, and a time period over which the respective answer changed; and storing the inference chains in a corpora of the QA system; adjusting a confidence value associated with each of the answers based on the respective answer's stability characteristic; and providing one or more of the answers to a requestor based on the adjusted confidence values. 5. The information handling system of claim 4 wherein the actions further comprise: identifying a domain pertaining to the question and at least one of the answers; identifying a change frequency over a plurality of levels of generalization corresponding to the question and the at least one of the answers; and computing a stability score related to the stability characteristic pertaining to the at least one of the answers, wherein the stability score combines the change frequencies across the plurality of levels of generalization.