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Learning Slice-Aware Representations with Mixture of Attentions


Jun 04, 2021
Cheng Wang , Sungjin Lee , Sunghyun Park , Han Li , Young-Bum Kim , Ruhi Sarikaya

* Findings of the ACL: ACL-IJCNLP 2021 

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Handling Long-Tail Queries with Slice-Aware Conversational Systems


Apr 26, 2021
Cheng Wang , Sun Kim , Taiwoo Park , Sajal Choudhary , Sunghyun Park , Young-Bum Kim , Ruhi Sarikaya , Sungjin Lee

* Published at ICLR 2021 Workshop on Weakly Supervised Learning 

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Neural model robustness for skill routing in large-scale conversational AI systems: A design choice exploration


Mar 04, 2021
Han Li , Sunghyun Park , Aswarth Dara , Jinseok Nam , Sungjin Lee , Young-Bum Kim , Spyros Matsoukas , Ruhi Sarikaya


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A Scalable Framework for Learning From Implicit User Feedback to Improve Natural Language Understanding in Large-Scale Conversational AI Systems


Oct 23, 2020
Sunghyun Park , Han Li , Ameen Patel , Sidharth Mudgal , Sungjin Lee , Young-Bum Kim , Spyros Matsoukas , Ruhi Sarikaya


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Large-scale Hybrid Approach for Predicting User Satisfaction with Conversational Agents


May 29, 2020
Dookun Park , Hao Yuan , Dongmin Kim , Yinglei Zhang , Matsoukas Spyros , Young-Bum Kim , Ruhi Sarikaya , Edward Guo , Yuan Ling , Kevin Quinn , Pham Hung , Benjamin Yao , Sungjin Lee


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Feedback-Based Self-Learning in Large-Scale Conversational AI Agents


Nov 06, 2019
Pragaash Ponnusamy , Alireza Roshan Ghias , Chenlei Guo , Ruhi Sarikaya

* 8 pages, 2 figures 

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Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding


May 02, 2019
Jihwan Lee , Ruhi Sarikaya , Young-Bum Kim

* NAACL-HLT 2019 

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Continuous Learning for Large-scale Personalized Domain Classification


May 02, 2019
Han Li , Jihwan Lee , Sidharth Mudgal , Ruhi Sarikaya , Young-Bum Kim

* NAACL-HLT 2019 

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Coupled Representation Learning for Domains, Intents and Slots in Spoken Language Understanding


Dec 13, 2018
JIhwan Lee , Dongchan Kim , Ruhi Sarikaya , Young-Bum Kim

* IEEE SLT 2018 

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Differentiable Greedy Networks


Oct 30, 2018
Thomas Powers , Rasool Fakoor , Siamak Shakeri , Abhinav Sethy , Amanjit Kainth , Abdel-rahman Mohamed , Ruhi Sarikaya

* Work in progress and under review 

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