Natural-language understanding (NLU)
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Preventing updated NLP models from backsliding on particular tasks
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Machine learning (ML) models need regular updates to improve performance, but retraining a model poses risks, such as the loss of backward compatibility or ...

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Amazon adds Catalan to MASSIVE dataset
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Earlier this year, we released MASSIVE, a million-record natural-language-understanding (NLU) dataset composed of human-translated utterances spanning 51 ...

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Amazon’s papers at SLT
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A quick guide to Amazon’s innovative work at the IEEE Spoken Language Technology Workshop (SLT), which begins next week:Accelerator-aware training for ...

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Domain data trumps teacher knowledge for distilling NLU models
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Knowledge distillation is a popular technique for compressing large machine learning models into manageable sizes, to make them suitable for low-latency ...

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Using large language models (LLMs) to synthesize training data
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The machine learning models that power conversational agents like Alexa are typically trained on labeled data, but data collection and labeling are ...

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Amazon and MIT research symposium focused on cutting-edge technology
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In October of 2021, Amazon and MIT announced the establishment of the Science Hub. That collaboration, which aims to ensure the benefits of AI and robotics ...

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University of Michigan’s SEAGULL wins Alexa Prize SimBot Challenge
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Amazon today announced that a team from the University of Michigan has won the Alexa Prize SimBot Challenge. The SimBot Challenge's goal is to advance the ...

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The science behind the improved Fire TV voice search
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Put your hand up if you enjoy using your TV remote to type in the name of the show you want to watch next. Who doesn’t love shuffling the highlighted box ...

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“Who we are shapes what we say and how we say it”
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To hear Shrikanth Narayanan describe it, every single human conversation is a feat of engineering — a complex system for creating and interpreting a ...

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A quick guide to Amazon’s 65-plus papers at this year’s ACL
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Between the main conference and the recently inaugurated ACL Proceedings, Amazon researchers have more than 65 papers at this year's meeting of the ...

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