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Scalable and Robust Self-Learning for Skill Routing in Large-Scale Conversational AI Systems


Apr 14, 2022
Mohammad Kachuee , Jinseok Nam , Sarthak Ahuja , Jin-Myung Won , Sungjin Lee

* NAACL 2022 

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Domain-Aware Contrastive Knowledge Transfer for Multi-domain Imbalanced Data


Apr 05, 2022
Zixuan Ke , Mohammad Kachuee , Sungjin Lee

* ACL WASSA 2022 

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DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compression


Feb 17, 2022
Jisung Park , Jeoggyun Kim , Yeseong Kim , Sungjin Lee , Onur Mutlu

* Full paper to appear in USENIX FAST 2022 

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Deciding Whether to Ask Clarifying Questions in Large-Scale Spoken Language Understanding


Sep 25, 2021
Joo-Kyung Kim , Guoyin Wang , Sungjin Lee , Young-Bum Kim

* ASRU 2021 

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AUGNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation


Jun 10, 2021
Xinnuo Xu , Guoyin Wang , Young-Bum Kim , Sungjin Lee

* Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics (ACL2021) 

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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 Data-driven Approach to Estimate User Satisfaction in Multi-turn Dialogues


Mar 01, 2021
Ziming Li , Dookun Park , Julia Kiseleva , Young-Bum Kim , Sungjin Lee

* 12 pages 

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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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