Conversational AI
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Improving question-answering models that use data from tables
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Question-answering (QA) models sometimes need to retrieve information from tables, which use an entirely different set of semantic cues than free-form text. ...

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The science behind Hunches: Deep device embeddings
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Using Alexa, customers can control thousands of different smart-home devices — such as lights, plugs, switches, door locks, cameras, and thermostats — with ...

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Making DeepSpeed ZeRO run efficiently on more-affordable hardware
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Most modern natural-language-processing applications are built on top of pretrained language models, which encode the probabilities of word sequences for ...

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Scalable framework lets multiple text-to-speech models coexist
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Voice agents like Alexa often have a variety of different speech synthesizers, which differ in attributes such as expressivity, personality, language, and ...

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Amazon and Johns Hopkins announce new AI institute
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Amazon and Johns Hopkins University (JHU) today announced the creation of the JHU + Amazon Initiative for Interactive AI (AI2AI).The Amazon-JHU ...

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TheWebConf: Stable themes, new wrinkles
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Famously, in 1998, the first research paper about Google’s ranking algorithm was turned down by more-established academic conferences on information ...

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“An accidental project born out of our need to innovate”
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Throughout his short but impressive journey as an engineer and social entrepreneur, George Boateng has seen solutions in scenarios where many people see ...

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How peak events like Prime Day helped Amazon navigate the pandemic
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On July 12 and 13, millions of Amazon Prime members visited the Amazon Store to score deals on everything from televisions to clothes. Customers think of ...

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Knowledge distillation for better convergence in multitask learning
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Validation curves in a five-task multitask learning setup, where training minimizes the sum of the task losses. The tasks ...

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Amazon and MIT announce Science Hub gift project awards
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Amazon and MIT today named the four awardees from the inaugural call for research projects as part of the Science Hub.The Science Hub — which was launched ...

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