Synthetic data generation
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A quick guide to Amazon’s 50-plus papers at EMNLP 2024
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Large language models (LLMs) have come to dominate the field of natural-language processing, so it’s no surprise that they also dominate the research that ...

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Tools for generating synthetic data helped bootstrap Alexa’s new-language releases
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In the past few weeks, Amazon announced versions of Alexa in three new languages: Hindi, U.S. Spanish, and Brazilian Portuguese.Like all new-language ...

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Science innovations power Alexa Conversations dialogue management
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Today we announced the public beta launch of Alexa Conversations dialogue management. Alexa developers can now leverage a state-of-the-art dialogue manager ...

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Amazon helps launch workshop on synthetic data generation
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We are excited to announce the first Workshop on Synthetic Data Generation, to be held virtually at ICLR 2021 on May 7, 2021.Synthetic data is a powerful ...

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Improved Halo Body technology allows customers to take scans in tighter spaces
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Amazon Halo, a membership dedicated to helping customers improve their individual health and wellness, includes a feature called Body which helps customers ...

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Using synthesized speech to train speech recognizers
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In recent years, most commercial automatic-speech-recognition (ASR) systems have begun moving from hybrid systems — with separate acoustic models, ...

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Explicit control of GAN-generated synthetic images
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In recent years, generative adversarial networks (GANs) have demonstrated a remarkable ability to synthesize realistic visual images from scratch.But ...

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Amazon presents new method for “debugging” machine learning models
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Machine learning models are usually tested on held-out data from their training sets. But when data distributions in the real world diverge from those in ...

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Amazon Text-to-Speech group’s research at ICASSP 2022
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The automatic conversion of text to speech is crucial to Alexa: it’s how Alexa communicates with customers. The models developed by the Amazon ...

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Method enables better control of GAN image generators’ output
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Generative adversarial networks (GANs) are a technology that can produce remarkably realistic synthetic images. From a set of real images, a GAN learns a ...

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