Nov 4, 2020

Chatbots: implementation issues

 

Conversational interfaces, chatbots, question answering systems

 

Chatbots have evolved tremendously from the Eliza years. Since then, there were probably a couple of “AI winters.”  Today, the implementation of chatbots or a conversational customer support system involves several challenging tasks:

Discourse knowledge: disambiguation, ellipsis handling, task representation, knowledge representation, implicit knowledge, concept relationship interference, detecting a shift in focus

Response determination: Interaction with the deductive reasoning outcomes, template phrase matching, or generations

Semantic knowledge: higher-order representation of structures, semantic composition, and quantification

Often, these particular topics have been researched in depth by the NLP community. It is always beneficial to look into leading conferences for answers.




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