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This article explores the evolution of human-computer dialogue processing since the 1970s, comparing data-driven performance systems with AI/linguistic theoretical systems. The distinction between domain-specific and general systems, and the modeling of intentional phenomena such as belief and speech acts are discussed in a new approach that deviates from traditional methods. The future direction in this field remains uncertain.
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