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Teaching computers to answer complex questions
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Computerized question-answering systems usually take one of two approaches. Either they do a text search and try to infer the semantic relationships between ...

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Who’s on First? How Alexa Is Learning to Resolve Referring Terms
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This year, at the Association for Computational Linguistics’ Workshop on Natural-Language Processing for Conversational AI, my colleagues and I won one of ...

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Representing Data at Three Levels of Generality Improves Multitask Machine Learning
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Alexa currently has more than 90,000 skills, or abilities contributed by third-party developers — the Uber ride-sharing skill, the Jeopardy! trivia game ...

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More-Efficient Machine Learning Models for On-Device Operation
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Neural networks are responsible for most recent advances in artificial intelligence, including many of Alexa’s latest capabilities. But neural networks tend ...

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New AI system helps accelerate Alexa skill development
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Alexa currently has more than 90,000 skills, or abilities contributed by third-party developers — the NPR skill, the Find My Phone skill, the Jeopardy! ...

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Neural text-to-speech makes speech synthesizers much more versatile
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A text-to-speech system, which converts written text into synthesized speech, is what allows Alexa to respond verbally to requests or commands. Through a ...

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How to Make Neural Language Models Practical for Speech Recognition
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An automatic-speech-recognition system — such as Alexa’s — converts speech into text, and one of its key components is its language model. Given a sequence ...

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New Alexa Research on Task-Oriented Dialogue Systems
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Earlier this year, at Amazon’s re:MARS conference, Alexa head scientist Rohit Prasad unveiled Alexa Conversations, a new service that allows Alexa skill ...

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Accelerating parallel training of neural nets
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Earlier this year, we reported a speech recognition system trained on a million hours of data, a feat possible through semi-supervised learning, in which ...

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The 16 Alexa-related papers at this year’s Interspeech
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At next week’s Interspeech, the largest conference on the science and technology of spoken-language processing, Alexa researchers have 16 papers, which span ...

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