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research report
Building a Question-Answering Chatbot using Forum Data in the Semantic Space
June 13, 2018
We build a conversational agent which knowledge base is an online forum for parents of autistic children. We collect about 35,000 threads totalling some 600,000 replies, and label 1% of them for usefulness using Amazon Mechanical Turk. We train a Random Forest Classifier using sent2vec features to label the remaining thread replies. Then, we use word2vec to match user queries conceptually with a thread, and then a reply with a predefined context window.
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Name
Question-Answering-ChatBot.pdf
Type
Publisher's Version
Access type
openaccess
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536.46 KB
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Adobe PDF
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354109dbdc165c642377db02ae85284a