Adding Common Sense into Artificial Intelligence. Common Sense Computing Initiative Software Agents Group MIT Media Lab. Why do computers need common sense?. Conversation works because of unspoken assumptions People tend not to provide information they consider extraneous (Grice, 1975)
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Common Sense Computing Initiative
Software Agents Group
MIT Media Lab
Understand the context of what the user wants
Fill in missing information using background knowledge
Discover trends in what people mean, not just what they say
But how do we collect it?
“People want to be respected.”
“The sun is very hot.”
“The last thing you do when you cook dinner is wash your dishes.”
“People want good coffee.”What kind of knowledge?
affect sensing, photo and video storytelling, text prediction, goal-oriented interfaces, speech recognition, task prediction, …
Truncating the SVD smoothes over sparse data.
C = (1 – f)A + fB
A’s singular values
B’s singular values