Amazon at SLT: The fusion of speech and language understanding

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{"value":"The 2020 installment of IEEE’s Spoken Language Technologies (++[SLT](https://www.amazon.science/conferences-and-events/slt-2020)++) workshop is being held this week, after postponement from its original date. A biennial conference, SLT has convened only seven times previously, beginning in 2006.\n\n++[Yang Liu](https://www.amazon.science/latest-news/amazon-alexa-scientists-yang-liu-and-ruhi-sarikaya-named-ieee-fellows)++, a principal applied scientist in the Alexa AI organization, published her first papers at the conference in 2008, when she was an assistant professor at the University of Texas at Dallas. In 2012, she was one of the conference’s general chairs, and this year, she’s the chair for special sessions and demos.\n\n![e179f73bebac42188814adda7da36512_image1.png](1)\n\nYang Liu, a principal applied scientist in the Alexa AI organization.\n\n“When this workshop was created — from the name you probably can tell — it was meant to bring two communities — the pure speech and signal-processing community and the traditional natural-language-processing community — together to discuss some applications of spoken-language understanding or processing,” Liu says. “There are a lot of these, like summarization of speech, retrieval of speech, and speech translation. It's not just speech recognition or speech synthesis. Once you have the speech recognition output, you probably will perform some kind of language understanding.” \n\nAt the time, such applications were largely speculative, but with the launch of the Amazon Echo in 2014, they became mainstream. As voice agents have proliferated, and research on natural-language understanding has grown, SLT has become more notable for its emphasis on speech technologies.\n\nAt this year’s SLT, Liu led the selection of two special sessions — special research tracks organized around particular themes. Both concern speech technologies.\n\n\n#### **Frontiers of speech**\n\n\nOne session is on a topic that’s important to Alexa: more-natural conversational speech interactions. Last fall, Alexa announced its forthcoming ++[natural-turn-taking](https://www.amazon.science/blog/change-to-alexa-wake-word-process-adds-natural-turn-taking)++ feature, which will enable customers to engage in longer, multiturn interactions with Alexa, without repeating the wake word “Alexa”. The feature will also support conversations with multiple customers simultaneously, distinguishing remarks they direct to each other from instructions directed to Alexa.\n\nThe SLT special session titled “Integration of Speech Separation, Recognition, and Diarization towards Real Conversation Processing” will investigate a related set of topics. \n\n“It's trying to integrate different technologies, including ++[speech separation](https://www.amazon.science/blog/amazon-releases-new-public-data-set-to-help-address-cocktail-party-problem)++, speech recognition, and speaker diarization,” Liu says. (Speaker diarization is grouping together utterances from the same speakers in multi-speaker interactions.) “When you try to deal with multiparty conversations, then you need all of the relevant technology. It's not like each speech segment is from just one speaker. In real-world applications, you need to separate the different speakers, and you don't know how many speakers there are. And there are different background noises. There are different challenges for all of these tasks.”\n\nThe other special session is titled “Anti-Spoofing in Speaker Recognition”. \n\n“This is speaker recognition and verification for security applications,” Liu explains. “You also need to consider adversarial attacks. You probably have seen ‘deep fakes’ — generated images or video or people that look pretty real. In speech, it’s the same thing. When you work on speaker verification, you think this is a real speaker, but maybe it's generated by machines.”\n\n\n#### **Frontiers of dialogue**\n\n\nWhile the special sessions that Liu helped choose for SLT concern speech, her work at Amazon concentrates on the other half of the spoken-language-understanding equation, natural-language understanding. In particular, she works on dialogue.\n\n“We can put dialogue in two broad categories,” Liu says. “One is task-oriented conversations. These are where users have some goal: they want to make a hotel reservation or book a flight or make restaurant reservations. You need to detect the users’ intent and find some relevant slots, entities. The other is open-domain conversation. The Alexa Prize is the competition we organize for university teams to build these so-called socialbots. You want users to engage in conversation with these bots for hopefully up to 20 minutes.\n\n“The traditional way to do that is to prepare templates for different domains — movie, music, book, fashion. Then we can design different dialogue flows and provide different responses based on what the user says. In our new approach, we use neural networks to generate the responses, trying to avoid those handwritten or predefined template-based responses.\n\n“We also work on combining these task-oriented and open-domain conversations. Say the user wants to book a flight. Typically, these systems are going to ask, What's your destination? Where you departing from? What day? What time? But in the middle of the conversation, maybe users have some additional questions. ‘Do I need to wear a mask right now on flights?’ Such questions are not covered by those predefined questions from the agent. We want the system to be able to answer these questions. You probably can find the answers from some external FAQ page or from other external resources. So we're trying to enrich the task-oriented conversation with the ability to answer any kind of questions with answers based on external knowledge sources.”\n\nEven in the dialogue context, however, information about the acoustic speech signal is crucial, Liu says. \n\n“We want to build an empathetic dialogue system, and to understand the users’ sentiment. Acoustic information is important for such tasks. Rather than just looking at what the user has said, you also want to pay attention to the user’s tone,” Liu explains. “Even for Alexa to decide when to take the turn: has the user finished that utterance? This is very challenging in socialbot open-domain conversations. We can use different cues based on both what the person is saying as well as intonation — when I’m using a rising tone, probably indicating that I haven't finished my sentence, that I'm trying to think of what the next word is. Or sometimes the person says ‘um’ just trying to hold the floor.\n\n“People do these things very naturally and do them well. For machines, we still have a long way to go.”\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.","render":"<p>The 2020 installment of IEEE’s Spoken Language Technologies (<ins><a href=\"https://www.amazon.science/conferences-and-events/slt-2020\" target=\"_blank\">SLT</a></ins>) workshop is being held this week, after postponement from its original date. A biennial conference, SLT has convened only seven times previously, beginning in 2006.</p>\n<p><ins><a href=\"https://www.amazon.science/latest-news/amazon-alexa-scientists-yang-liu-and-ruhi-sarikaya-named-ieee-fellows\" target=\"_blank\">Yang Liu</a></ins>, a principal applied scientist in the Alexa AI organization, published her first papers at the conference in 2008, when she was an assistant professor at the University of Texas at Dallas. In 2012, she was one of the conference’s general chairs, and this year, she’s the chair for special sessions and demos.</p>\n<p><img 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\" alt=\"e179f73bebac42188814adda7da36512_image1.png\" rel=\"1\" /></p>\n<p>Yang Liu, a principal applied scientist in the Alexa AI organization.</p>\n<p>“When this workshop was created — from the name you probably can tell — it was meant to bring two communities — the pure speech and signal-processing community and the traditional natural-language-processing community — together to discuss some applications of spoken-language understanding or processing,” Liu says. “There are a lot of these, like summarization of speech, retrieval of speech, and speech translation. It’s not just speech recognition or speech synthesis. Once you have the speech recognition output, you probably will perform some kind of language understanding.”</p>\n<p>At the time, such applications were largely speculative, but with the launch of the Amazon Echo in 2014, they became mainstream. As voice agents have proliferated, and research on natural-language understanding has grown, SLT has become more notable for its emphasis on speech technologies.</p>\n<p>At this year’s SLT, Liu led the selection of two special sessions — special research tracks organized around particular themes. Both concern speech technologies.</p>\n<h4><a id=\"Frontiers_of_speech_15\"></a><strong>Frontiers of speech</strong></h4>\n<p>One session is on a topic that’s important to Alexa: more-natural conversational speech interactions. Last fall, Alexa announced its forthcoming <ins><a href=\"https://www.amazon.science/blog/change-to-alexa-wake-word-process-adds-natural-turn-taking\" target=\"_blank\">natural-turn-taking</a></ins> feature, which will enable customers to engage in longer, multiturn interactions with Alexa, without repeating the wake word “Alexa”. The feature will also support conversations with multiple customers simultaneously, distinguishing remarks they direct to each other from instructions directed to Alexa.</p>\n<p>The SLT special session titled “Integration of Speech Separation, Recognition, and Diarization towards Real Conversation Processing” will investigate a related set of topics.</p>\n<p>“It’s trying to integrate different technologies, including <ins><a href=\"https://www.amazon.science/blog/amazon-releases-new-public-data-set-to-help-address-cocktail-party-problem\" target=\"_blank\">speech separation</a></ins>, speech recognition, and speaker diarization,” Liu says. (Speaker diarization is grouping together utterances from the same speakers in multi-speaker interactions.) “When you try to deal with multiparty conversations, then you need all of the relevant technology. It’s not like each speech segment is from just one speaker. In real-world applications, you need to separate the different speakers, and you don’t know how many speakers there are. And there are different background noises. There are different challenges for all of these tasks.”</p>\n<p>The other special session is titled “Anti-Spoofing in Speaker Recognition”.</p>\n<p>“This is speaker recognition and verification for security applications,” Liu explains. “You also need to consider adversarial attacks. You probably have seen ‘deep fakes’ — generated images or video or people that look pretty real. In speech, it’s the same thing. When you work on speaker verification, you think this is a real speaker, but maybe it’s generated by machines.”</p>\n<h4><a id=\"Frontiers_of_dialogue_29\"></a><strong>Frontiers of dialogue</strong></h4>\n<p>While the special sessions that Liu helped choose for SLT concern speech, her work at Amazon concentrates on the other half of the spoken-language-understanding equation, natural-language understanding. In particular, she works on dialogue.</p>\n<p>“We can put dialogue in two broad categories,” Liu says. “One is task-oriented conversations. These are where users have some goal: they want to make a hotel reservation or book a flight or make restaurant reservations. You need to detect the users’ intent and find some relevant slots, entities. The other is open-domain conversation. The Alexa Prize is the competition we organize for university teams to build these so-called socialbots. You want users to engage in conversation with these bots for hopefully up to 20 minutes.</p>\n<p>“The traditional way to do that is to prepare templates for different domains — movie, music, book, fashion. Then we can design different dialogue flows and provide different responses based on what the user says. In our new approach, we use neural networks to generate the responses, trying to avoid those handwritten or predefined template-based responses.</p>\n<p>“We also work on combining these task-oriented and open-domain conversations. Say the user wants to book a flight. Typically, these systems are going to ask, What’s your destination? Where you departing from? What day? What time? But in the middle of the conversation, maybe users have some additional questions. ‘Do I need to wear a mask right now on flights?’ Such questions are not covered by those predefined questions from the agent. We want the system to be able to answer these questions. You probably can find the answers from some external FAQ page or from other external resources. So we’re trying to enrich the task-oriented conversation with the ability to answer any kind of questions with answers based on external knowledge sources.”</p>\n<p>Even in the dialogue context, however, information about the acoustic speech signal is crucial, Liu says.</p>\n<p>“We want to build an empathetic dialogue system, and to understand the users’ sentiment. Acoustic information is important for such tasks. Rather than just looking at what the user has said, you also want to pay attention to the user’s tone,” Liu explains. “Even for Alexa to decide when to take the turn: has the user finished that utterance? This is very challenging in socialbot open-domain conversations. We can use different cues based on both what the person is saying as well as intonation — when I’m using a rising tone, probably indicating that I haven’t finished my sentence, that I’m trying to think of what the next word is. Or sometimes the person says ‘um’ just trying to hold the floor.</p>\n<p>“People do these things very naturally and do them well. For machines, we still have a long way to go.”</p>\n<p>ABOUT THE AUTHOR</p>\n<h4><a id=\"Larry_Hardestyhttpswwwamazonscienceauthorlarryhardesty_48\"></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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