Does the IBM Watson question answering system that won the Jeopardy game in 2011, support dialogue with users in its new versions?
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I think you are referring to Watson Assistant, which is the 4th generation Q&A / Dialog / Conversation / Assistant service.
You can find a demo at the bottom of the page at https://www.ibm.com/cloud/watson-assistant/features/
and getting started instructions at https://cloud.ibm.com/docs/services/assistant?topic=assistant-getting-started#getting-started
If you opt for the plus or premium price plan then you can make use of
search skill, which cribbed from the documentation -If you don't have a plus or premium plan then its still possible to craft in the Discovery search into your application using either your own orchestration or a cloud function.