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Using Pause Information for More Accurate Entity Recognition



Sahas Dendukuri , Pooja Chitkara , Joel Ruben Antony Moniz , Xiao Yang , Manos Tsagkias , Stephen Pulman

* Accepted at the 3rd Workshop on NLP for Conversational AI (EMNLP 2021) 

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DEXTER: Deep Encoding of External Knowledge for Named Entity Recognition in Virtual Assistants



Deepak Muralidharan , Joel Ruben Antony Moniz , Weicheng Zhang , Stephen Pulman , Lin Li , Megan Barnes , Jingjing Pan , Jason Williams , Alex Acero

* Interspeech 2021 

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Open-Domain Question Answering Goes Conversational via Question Rewriting



Raviteja Anantha , Svitlana Vakulenko , Zhucheng Tu , Shayne Longpre , Stephen Pulman , Srinivas Chappidi

* 15 pages, 10 tables, 3 figures 

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Noise-robust Named Entity Understanding for Virtual Assistants



Deepak Muralidharan , Joel Ruben Antony Moniz , Sida Gao , Xiao Yang , Lin Li , Justine Kao , Stephen Pulman , Atish Kothari , Ray Shen , Yinying Pan , Vivek Kaul , Mubarak Seyed Ibrahim , Gang Xiang , Nan Dun , Yidan Zhou , Andy O , Yuan Zhang , Pooja Chitkara Xuan Wang , Alkesh Patel , Kushal Tayal , Roger Zheng , Peter Grasch , Jason Williams

* 9 pages 

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Generalized Reinforcement Meta Learning for Few-Shot Optimization



Raviteja Anantha , Stephen Pulman , Srinivas Chappidi

* 10 pages, 4 figures, 4 tables, 2 algorithms, ICML conference 

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Lattice-based Improvements for Voice Triggering Using Graph Neural Networks



Pranay Dighe , Saurabh Adya , Nuoyu Li , Srikanth Vishnubhotla , Devang Naik , Adithya Sagar , Ying Ma , Stephen Pulman , Jason Williams


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Leveraging User Engagement Signals For Entity Labeling in a Virtual Assistant



Deepak Muralidharan , Justine Kao , Xiao Yang , Lin Li , Lavanya Viswanathan , Mubarak Seyed Ibrahim , Kevin Luikens , Stephen Pulman , Ashish Garg , Atish Kothari , Jason Williams

* NeurIPS 2018 Conversational AI Workshop 

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Active Learning for Domain Classification in a Commercial Spoken Personal Assistant



Xi C. Chen , Adithya Sagar , Justine T. Kao , Tony Y. Li , Christopher Klein , Stephen Pulman , Ashish Garg , Jason D. Williams


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Deep Learning for Answer Sentence Selection



Lei Yu , Karl Moritz Hermann , Phil Blunsom , Stephen Pulman

* 9 pages, accepted by NIPS deep learning workshop 

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Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras



Dimitri Kartsaklis , Mehrnoosh Sadrzadeh , Stephen Pulman , Bob Coecke


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