Natural-language processing (NLP)
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“Alexa, Turn Down the Lights and Play Music”: The Science of Handling Compound Requests
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Traditionally, Alexa has interpreted customer requests according to their intents and slots. If you say, “Alexa, play ‘What’s Going On?’ by Marvin Gaye,” ...

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Bringing the Power of Neural Networks to the Problem of Search
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Using machine learning to train information retrieval models — such as Internet search engines — is difficult because it requires so much manually annotated ...

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ICASSP: What “signal processing” has come to mean
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The International Conference on Acoustics, Speech, and Signal Processing (ICASSP), which starts today, is now in its 45th year, and according to Google ...

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When unsupervised training pays off in natural-language processing
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The first step in most natural-language-processing applications is tokenization, or breaking input strings into semantically relevant units. In many ...

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Amazon scientists help SK telecom create Korean-based natural language processor
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Korean is a major world language, spoken by some 80 million people. Although it has a long history, dating back to what is believed to be its start in ...

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Amazon at ACL: Old standards and new forays
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The annual meeting of the Association for Computational Linguistics (ACL) is, according to Google Scholar’s rankings, the preeminent conference on ...

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How to teach Transformers to care about word order
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The Transformer is a neural-network architecture that has proven extremely useful for natural-language-processing tasks because it can recognize long-range ...

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This technology will be transformative in ways we can barely comprehend
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Human beings are social creatures, and conversations are what connect us—they enable us to share everything from the prosaic to the profound with the people ...

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Amazon’s Machine Learning University is making its online courses available to the public
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Machine learning is a field in computational science that analyzes patterns and structures in data to help with learning, reasoning, and decision-making—all ...

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Taming Transformers for text classification with millions of classes
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Text classification is the most basic task in the field of natural-language understanding. Customer requests to Amazon Alexa, for example, are classified by ...

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