Title :
A semantic architecture for artificial conversations
Author :
Chakrabarti, Chaitali ; Luger, G.F.
Author_Institution :
Dept. of Comput. Sci., Univ. of New Mexico, Albuquerque, NM, USA
Abstract :
Artificial conversations have many applications in chatter bot-based customer service including website navigation tools and guided online shopping. Existing approaches to generating conversations leverage linguistic and stochastic principles, where lower level grammatical and structural artifacts are modeled. These approaches perform well in pairwise utterance exchanges, but not so well in longer conversational contexts. We simulate more meaningful chatter bot conversations using an architecture that can leverage content and context. Grice´s cooperative maxims, which form the central idea in the theory of pragmatics, is our framework for evaluation. The domain of our research is customer service situations, and we compare our artificial conversations with actual conversations of existing chatter bots deployed in the same domain.
Keywords :
computational linguistics; customer services; grammars; software agents; Web site navigation tool; artificial conversation; chatter bot-based customer service; cooperative maxims; customer service situation; grammatical artifact; guided online shopping; linguistic; pairwise utterance exchange; pragmatics theory; semantic architecture; stochastic principle; structural artifact; Artificial Conversations; Conversation Architecture; Conversation Modeling;
Conference_Titel :
Soft Computing and Intelligent Systems (SCIS) and 13th International Symposium on Advanced Intelligent Systems (ISIS), 2012 Joint 6th International Conference on
Conference_Location :
Kobe
Print_ISBN :
978-1-4673-2742-8
DOI :
10.1109/SCIS-ISIS.2012.6505415