ASRU: Integrating speech recognition and language understanding

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{"value":"Jimmy Kunzmann, a senior manager for applied science with Alexa AI, is one of the sponsorship chairs at this year’s IEEE Automatic Speech Recognition and Understanding Workshop (ASRU). His research team also presented two papers at the conference, both on the topic of “signal-to-interpretation”, or the integration of automatic speech recognition and natural-language understanding into a single machine learning model.\n\n![352a3b83b61c405c9a64aa5e0fd6a772_image1.png](1)\n\nJimmy Kunzmann, a senior manager for applied science with Alexa AI and a sponsorship chair at the IEEE Automatic Speech Recognition and Understanding Workshop (ASRU).\n\n“Signal-to-interpretation derives the domain, intent, and slot values directly from the audio signal, and it’s becoming more and more a hot topic in research land,” Kunzmann says. “Research is driven largely by what algorithm gives the best performance in terms of accuracy, and signal-to-interpretation can drive accuracy up and latency and memory footprint down.”\n\nThe Alexa AI team is constantly working to improve Alexa’s accuracy, but its interest in signal-to-interpretation stemmed from the need to ensure Alexa’s availability on resource-constrained devices with intermittent Internet connections.\n\n“If Internet connectivity drops all of a sudden, and nothing is working anymore, in a home or car environment, that's frustrating — when your lights are not switched on anymore, or you can’t call your favorite contacts in your car,” Kunzmann says.\n\nKunzmann says that his team’s early work concentrated on finding techniques to dramatically reduce the memory footprint of models that run on-device — techniques such as ++[perfect hashing](https://www.amazon.science/blog/shrinking-machine-learning-models-for-offline-use)++. But that work still approached automatic speech recognition (ASR) and natural-language understanding (NLU) as separate, sequential tasks.\n\nMore recently, he says, the team has moved to end-to-end neural-network-based models that tightly couple ASR and NLU, enabling more compact on-device models.\n\n“By replacing traditional techniques with neural techniques, we could get a smaller footprint — and faster and more accurate models, actually,” Kunzmann says. “And the closer we couple all system components, the further we increasing reliability.”\n\nRunning end-to-end models on device can also improve responsiveness, Kunzmann says.\n\n“Fire TV customers said that when we process requests like switching channels or proceeding to the next page on-device, we are much faster, and usability goes up,” he says\n\nAt ASRU, Kunzmann’s team is reporting on two new projects to make on-device, neural, signal-to-interpretation models even more useful.\n\n#### **Dynamic content**\n\nOne paper, “++[Context-aware Transformer transducer for speech recognition](https://www.amazon.science/publications/context-aware-transformer-transducer-for-speech-recognition)++”, considers the problem of how to incorporate personalized content — for instance, names from an address book, or the custom names of smart appliances — into neural models at run time.\n\n“In the old days, they had so-called class-based language models, and at inference time, you could load these lists dynamically and get the user’s personalized content decoded,” Kunzmann says. “With neural approaches, you have a huge parameter set, but it is all pretrained. So you have to invent means of ingesting user data at run time.\n\n“The neural network has numerous layers, represented typically as vectors of probabilities. If you are going from one layer to the other, you feed updated probabilities forward. You can ingest information by changing these probabilities based on dynamic content, which allows you to change output probabilities to recognize user context — like your personal address book or your location of interest.\n\n![image.png](https://dev-media.amazoncloud.cn/8f60b3ceb8ee4ef6a07710021ec21b1b_image.png)\n\nThe architecture of the context-aware model proposed in \"++[Context-aware Transformer transducer for speech recognition](https://www.amazon.science/publications/context-aware-transformer-transducer-for-speech-recognition)++\": (a) Transformer transducer model; (b) context biasing layer; (c) context-aware Transformer transducer (CATT) with audio embeddings; (d) CATT with audio and label embeddings.\n\n#### **Multilingual processing**\n\nThe other ASRU paper from Kunzmann’s team, “++[In pursuit of babel: Multilingual end-to-end spoken language understanding](https://www.amazon.science/publications/in-pursuit-of-babel-multilingual-end-to-end-spoken-language-understanding)++”, tackles the problem of moving multilingual models, which can respond in kind to requests in any of several languages, on-device.\n\nIn the cloud-based version of Alexa’s multilingual service, the same customer utterance is sent to multiple ASR models at once. Once a separate language identification model has determined what language is being spoken, the output of the appropriate ASR model is used for further processing. This prevents delays, because it enables the ASR models to begin working before the language has been identified.\n\n![image.png](https://dev-media.amazoncloud.cn/26c337d0e4484269ae7c5efdc44ab19f_image.png)\n\nThe architecture of the multilingual model proposed in \"++[In pursuit of babel: Multilingual end-to-end spoken language understanding\\"](https://www.amazon.science/publications/in-pursuit-of-babel-multilingual-end-to-end-spoken-language-understanding)++.\n\n“On-device, we cannot afford that, because we don't have compute fleets running in parallel,” Kunzmann says. “Remember, signal-to-interpretation is one system that tightly couples ASR and NLU. In a nutshell, we show that we can train the signal-to-interpretation models on data from three different locales — in this case, English, Spanish, and French — and that improves accuracy and shrinks the model footprint. We could improve these systems’ performance by an order of magnitude and run these models on-device.”\n\n“I think this is a core aspect what we want to do in science at Amazon — driving the research community to new areas. Performance improvements, like dynamic content processing, are helping research generally, but they’re also helping solve our customer problems.”\n\nABOUT THE AUTHOR\n\n#### **[Larry Hardesty](https://www.amazon.science/author/larry-hardesty)**\n\nLarry Hardesty is the editor of the Amazon Science blog. Previously, he was a senior editor at MIT Technology Review and the computer science writer at the MIT News Office.\n\n\n\n\n","render":"<p>Jimmy Kunzmann, a senior manager for applied science with Alexa AI, is one of the sponsorship chairs at this year’s IEEE Automatic Speech Recognition and Understanding Workshop (ASRU). His research team also presented two papers at the conference, both on the topic of “signal-to-interpretation”, or the integration of automatic speech recognition and natural-language understanding into a single machine learning model.</p>\n<p><img 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\\" alt=\\"352a3b83b61c405c9a64aa5e0fd6a772_image1.png\\" rel=\\"1\\" /></p>\n<p>Jimmy Kunzmann, a senior manager for applied science with Alexa AI and a sponsorship chair at the IEEE Automatic Speech Recognition and Understanding Workshop (ASRU).</p>\n<p>“Signal-to-interpretation derives the domain, intent, and slot values directly from the audio signal, and it’s becoming more and more a hot topic in research land,” Kunzmann says. “Research is driven largely by what algorithm gives the best performance in terms of accuracy, and signal-to-interpretation can drive accuracy up and latency and memory footprint down.”</p>\n<p>The Alexa AI team is constantly working to improve Alexa’s accuracy, but its interest in signal-to-interpretation stemmed from the need to ensure Alexa’s availability on resource-constrained devices with intermittent Internet connections.</p>\n<p>“If Internet connectivity drops all of a sudden, and nothing is working anymore, in a home or car environment, that’s frustrating — when your lights are not switched on anymore, or you can’t call your favorite contacts in your car,” Kunzmann says.</p>\n<p>Kunzmann says that his team’s early work concentrated on finding techniques to dramatically reduce the memory footprint of models that run on-device — techniques such as <ins><a href=\\"https://www.amazon.science/blog/shrinking-machine-learning-models-for-offline-use\\" target=\\"_blank\\">perfect hashing</a></ins>. But that work still approached automatic speech recognition (ASR) and natural-language understanding (NLU) as separate, sequential tasks.</p>\n<p>More recently, he says, the team has moved to end-to-end neural-network-based models that tightly couple ASR and NLU, enabling more compact on-device models.</p>\n<p>“By replacing traditional techniques with neural techniques, we could get a smaller footprint — and faster and more accurate models, actually,” Kunzmann says. “And the closer we couple all system components, the further we increasing reliability.”</p>\n<p>Running end-to-end models on device can also improve responsiveness, Kunzmann says.</p>\n<p>“Fire TV customers said that when we process requests like switching channels or proceeding to the next page on-device, we are much faster, and usability goes up,” he says</p>\n<p>At ASRU, Kunzmann’s team is reporting on two new projects to make on-device, neural, signal-to-interpretation models even more useful.</p>\n<h4><a id=\\"Dynamic_content_24\\"></a><strong>Dynamic content</strong></h4>\\n<p>One paper, “<ins><a href=\\"https://www.amazon.science/publications/context-aware-transformer-transducer-for-speech-recognition\\" target=\\"_blank\\">Context-aware Transformer transducer for speech recognition</a></ins>”, considers the problem of how to incorporate personalized content — for instance, names from an address book, or the custom names of smart appliances — into neural models at run time.</p>\n<p>“In the old days, they had so-called class-based language models, and at inference time, you could load these lists dynamically and get the user’s personalized content decoded,” Kunzmann says. “With neural approaches, you have a huge parameter set, but it is all pretrained. So you have to invent means of ingesting user data at run time.</p>\n<p>“The neural network has numerous layers, represented typically as vectors of probabilities. If you are going from one layer to the other, you feed updated probabilities forward. You can ingest information by changing these probabilities based on dynamic content, which allows you to change output probabilities to recognize user context — like your personal address book or your location of interest.</p>\n<p><img src=\\"https://dev-media.amazoncloud.cn/8f60b3ceb8ee4ef6a07710021ec21b1b_image.png\\" alt=\\"image.png\\" /></p>\n<p>The architecture of the context-aware model proposed in “<ins><a href=\\"https://www.amazon.science/publications/context-aware-transformer-transducer-for-speech-recognition\\" target=\\"_blank\\">Context-aware Transformer transducer for speech recognition</a></ins>”: (a) Transformer transducer model; (b) context biasing layer; © context-aware Transformer transducer (CATT) with audio embeddings; (d) CATT with audio and label embeddings.</p>\n<h4><a id=\\"Multilingual_processing_36\\"></a><strong>Multilingual processing</strong></h4>\\n<p>The other ASRU paper from Kunzmann’s team, “<ins><a href=\\"https://www.amazon.science/publications/in-pursuit-of-babel-multilingual-end-to-end-spoken-language-understanding\\" target=\\"_blank\\">In pursuit of babel: Multilingual end-to-end spoken language understanding</a></ins>”, tackles the problem of moving multilingual models, which can respond in kind to requests in any of several languages, on-device.</p>\n<p>In the cloud-based version of Alexa’s multilingual service, the same customer utterance is sent to multiple ASR models at once. Once a separate language identification model has determined what language is being spoken, the output of the appropriate ASR model is used for further processing. This prevents delays, because it enables the ASR models to begin working before the language has been identified.</p>\n<p><img src=\\"https://dev-media.amazoncloud.cn/26c337d0e4484269ae7c5efdc44ab19f_image.png\\" alt=\\"image.png\\" /></p>\n<p>The architecture of the multilingual model proposed in &quot;<ins><a href=\\"https://www.amazon.science/publications/in-pursuit-of-babel-multilingual-end-to-end-spoken-language-understanding\\" target=\\"_blank\\">In pursuit of babel: Multilingual end-to-end spoken language understanding&quot;</a></ins>.</p>\n<p>“On-device, we cannot afford that, because we don’t have compute fleets running in parallel,” Kunzmann says. “Remember, signal-to-interpretation is one system that tightly couples ASR and NLU. In a nutshell, we show that we can train the signal-to-interpretation models on data from three different locales — in this case, English, Spanish, and French — and that improves accuracy and shrinks the model footprint. We could improve these systems’ performance by an order of magnitude and run these models on-device.”</p>\n<p>“I think this is a core aspect what we want to do in science at Amazon — driving the research community to new areas. Performance improvements, like dynamic content processing, are helping research generally, but they’re also helping solve our customer problems.”</p>\n<p>ABOUT THE AUTHOR</p>\n<h4><a id=\\"Larry_Hardestyhttpswwwamazonscienceauthorlarryhardesty_52\\"></a><strong><a href=\\"https://www.amazon.science/author/larry-hardesty\\" target=\\"_blank\\">Larry Hardesty</a></strong></h4>\n<p>Larry Hardesty is the editor of the Amazon Science blog. Previously, he was a senior editor at MIT Technology Review and the computer science writer at the MIT News Office.</p>\n"}
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