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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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Automated reasoning lightning talks
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The 32nd International Conference on Computer-Aided Verification (CAV) is dedicated to the advancement of the theory and practice of computer-aided formal ...

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Emory University team wins Alexa Prize Grand Challenge 3
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Amazon today announced that the team from Emory University is the winner of the 2020 Alexa Prize.“Congratulations to the team from Emory for their ...

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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 open-source tools make embedding knowledge graphs much more efficient
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Knowledge graphs are data structures consisting of entities (the nodes of the graph) and relationships between them (the edges, usually depicted as line ...

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Teaching computers to recognize humor
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Amazon product pages include sections in which customers can both ask and answer questions, and like most community-access online forums, they’ve become ...

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How Marinus Analytics uses knowledge graphs powered by Amazon Neptune to combat human trafficking
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The International Labor Organization estimates that today, more than 24.9 million people around the world are victims of human trafficking. Nearly 20% of ...

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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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Building product graphs automatically
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Knowledge graphs are data structures that capture relationships between data in a very flexible manner. They can help make information retrieval more ...

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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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