Initiative in dialogue can be regarded as the speaker taking the opportunit
y to contribute more information than was his obligation in a particular di
scourse turn. This paper describes the use of stimulus conditions as a comp
utational mechanism for taking the initiative to provide unrequested inform
ation in responses to Yes-No questions, as part of a system for generating
answers to Yes-No questions. Stimulus conditions represent types of discour
se contexts in which a speaker is motivated to add unrequested information
to his answer. Stimulus conditions may be triggered not only by the discour
se context at the time when the question was asked, but also by the anticip
ated context resulting from providing part of the response. We define a set
of stimulus conditions based upon previous linguistic studies and a corpus
analysis, and describe how evaluation of these stimulus conditions makes u
se of information from a User Model. Also, we show how the stimulus conditi
ons are used by the generation component of the system. An evaluation was c
onducted of the implemented system. The results indicate that the responses
generated by our system containing extra information provided on the basis
of this initiative mechanism are viewed more favorably by users than respo
nses without the extra information.