Title
Fully automated generation of question-answer pairs for scripted virtual instruction
Abstract
We introduce a novel approach for automatically generating a virtual instructor from textual input only. Our fully implemented system first analyzes the rhetorical structure of the input text and then creates various question-answer pairs using patterns. These patterns have been derived from correlations found between rhetorical structure of monologue texts and question-answer pairs in the corresponding dialogues. A selection of the candidate pairs is verbalized into a diverse collection of question-answer pairs. Finally the system compiles the collection of question-answer pairs into scripts for a virtual instructor. Our end-to-end system presents questions in pre-fixed order and the agent answers them. Our system was evaluated with a group of twenty-four subjects. The evaluation was conducted using three informed consent documents of clinical trials from the domain of colon cancer. Each of the documents was explained by a virtual instructor using 1) text, 2) text and agent monologue, and 3) text and agent performing question-answering. Results show that an agent explaining an informed consent document did not provide significantly better comprehension scores, but did score higher on satisfaction, compared to two control conditions.
Year
DOI
Venue
2012
10.1007/978-3-642-33197-8_1
IVA
Keywords
Field
DocType
end-to-end system,agent monologue,informed consent document,input text,monologue text,rhetorical structure,question-answer pair,automated generation,scripted virtual instruction,diverse collection,various question-answer pair,virtual instructor
Medical documents,Informed Consent Document,Rhetorical Structure Theory,Computer science,Question answer,Rhetorical question,Informed consent,Artificial intelligence,Natural language processing,Multimedia,Comprehension,Scripting language
Conference
Citations 
PageRank 
References 
3
0.46
13
Authors
6
Name
Order
Citations
PageRank
Pascal Kuyten140.83
Timothy Bickmore22581318.35
Svetlana Stoyanchev310413.61
Paul Piwek429533.55
Helmut Prendinger51600140.67
Mitsuru Ishizuka63232303.83