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06/16/2021
Human-AI Interactions Through A Gricean Lens
Grice's Cooperative Principle (1975) describes the implicit maxims that ...
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06/04/2021
Learning Slice-Aware Representations with Mixture of Attentions
Real-world machine learning systems are achieving remarkable performance...
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04/26/2021
Handling Long-Tail Queries with Slice-Aware Conversational Systems
We have been witnessing the usefulness of conversational AI systems such...
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03/04/2021
Neural model robustness for skill routing in large-scale conversational AI systems: A design choice exploration
Current state-of-the-art large-scale conversational AI or intelligent di...
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10/23/2020
A Scalable Framework for Learning From Implicit User Feedback to Improve Natural Language Understanding in Large-Scale Conversational AI Systems
Natural Language Understanding (NLU) is an established component within ...
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05/29/2020
Large-scale Hybrid Approach for Predicting User Satisfaction with Conversational Agents
Measuring user satisfaction level is a challenging task, and a critical ...
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11/06/2019
Feedback-Based Self-Learning in Large-Scale Conversational AI Agents
Today, most large-scale conversational AI agents (e.g. Alexa, Siri, or G...
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05/02/2019
Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding
In this paper, we introduce an approach for leveraging available data ac...
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05/02/2019
Continuous Learning for Large-scale Personalized Domain Classification
Domain classification is the task of mapping spoken language utterances ...
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12/13/2018
Coupled Representation Learning for Domains, Intents and Slots in Spoken Language Understanding
Representation learning is an essential problem in a wide range of appli...
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10/30/2018
Differentiable Greedy Networks
Optimal selection of a subset of items from a given set is a hard proble...
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09/28/2018
Direct optimization of F-measure for retrieval-based personal question answering
Recent advances in spoken language technologies and the introduction of ...
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06/05/2018
Contextual Slot Carryover for Disparate Schemas
In the slot-filling paradigm, where a user can refer back to slots in th...
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04/22/2018
Efficient Large-Scale Domain Classification with Personalized Attention
In this paper, we explore the task of mapping spoken language utterances...
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04/22/2018
A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding
Intelligent personal digital assistants (IPDAs), a popular real-life app...
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11/29/2017