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CM3: A Causal Masked Multimodal Model of the Internet


Jan 19, 2022
Armen Aghajanyan, Bernie Huang, Candace Ross, Vladimir Karpukhin, Hu Xu, Naman Goyal, Dmytro Okhonko, Mandar Joshi, Gargi Ghosh, Mike Lewis, Luke Zettlemoyer


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Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks


Dec 06, 2021
Zixuan Ke, Hu Xu, Bing Liu

* NAACL 2021 
* arXiv admin note: text overlap with arXiv:2112.02714, arXiv:2112.02706 

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CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks


Dec 05, 2021
Zixuan Ke, Bing Liu, Hu Xu, Lei Shu

* EMNLP 2021 

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Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning


Dec 05, 2021
Zixuan Ke, Bing Liu, Nianzu Ma, Hu Xu, Lei Shu

* NeurIPS 2021 

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VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding


Oct 01, 2021
Hu Xu, Gargi Ghosh, Po-Yao Huang, Dmytro Okhonko, Armen Aghajanyan, Florian Metze, Luke Zettlemoyer, Christoph Feichtenhofer

* EMNLP 2021 

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Netmarble AI Center's WMT21 Automatic Post-Editing Shared Task Submission


Sep 14, 2021
Shinhyeok Oh, Sion Jang, Hu Xu, Shounan An, Insoo Oh

* WMT21 Automatic Post-Editing Shared Task System Paper (at EMNLP2021 Workshop) 

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HTLM: Hyper-Text Pre-Training and Prompting of Language Models


Jul 14, 2021
Armen Aghajanyan, Dmytro Okhonko, Mike Lewis, Mandar Joshi, Hu Xu, Gargi Ghosh, Luke Zettlemoyer


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VLM: Task-agnostic Video-Language Model Pre-training for Video Understanding


May 20, 2021
Hu Xu, Gargi Ghosh, Po-Yao Huang, Prahal Arora, Masoumeh Aminzadeh, Christoph Feichtenhofer, Florian Metze, Luke Zettlemoyer

* 9 pages, ACL Findings 2021 

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Co-Imitation Learning without Expert Demonstration


Mar 27, 2021
Kun-Peng Ning, Hu Xu, Kun Zhu, Sheng-Jun Huang


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Understanding Pre-trained BERT for Aspect-based Sentiment Analysis


Oct 31, 2020
Hu Xu, Lei Shu, Philip S. Yu, Bing Liu

* COLING 2020 

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NUANCED: Natural Utterance Annotation for Nuanced Conversation with Estimated Distributions


Oct 24, 2020
Zhiyu Chen, Honglei Liu, Hu Xu, Seungwhan Moon, Hao Zhou, Bing Liu


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Controllable Text Generation with Focused Variation


Sep 25, 2020
Lei Shu, Alexandros Papangelis, Yi-Chia Wang, Gokhan Tur, Hu Xu, Zhaleh Feizollahi, Bing Liu, Piero Molino


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User Memory Reasoning for Conversational Recommendation


May 30, 2020
Hu Xu, Seungwhan Moon, Honglei Liu, Bing Liu, Pararth Shah, Bing Liu, Philip S. Yu


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DomBERT: Domain-oriented Language Model for Aspect-based Sentiment Analysis


Apr 28, 2020
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu


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A Failure of Aspect Sentiment Classifiers and an Adaptive Re-weighting Solution


Nov 04, 2019
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu


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Modeling Multi-Action Policy for Task-Oriented Dialogues


Aug 30, 2019
Lei Shu, Hu Xu, Bing Liu, Piero Molino

* 7 

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Flexibly-Structured Model for Task-Oriented Dialogues


Aug 06, 2019
Lei Shu, Piero Molino, Mahdi Namazifar, Hu Xu, Bing Liu, Huaixiu Zheng, Gokhan Tur


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Controlled CNN-based Sequence Labeling for Aspect Extraction


May 29, 2019
Lei Shu, Hu Xu, Bing Liu


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BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis


May 04, 2019
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu

* accepted by NAACL 2019 

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Review Conversational Reading Comprehension


Feb 03, 2019
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu


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Learning to Accept New Classes without Training


Sep 17, 2018
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu


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Lifelong Domain Word Embedding via Meta-Learning


May 25, 2018
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu

* IJCAI 2018 
* 7 pages 

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Double Embeddings and CNN-based Sequence Labeling for Aspect Extraction


May 11, 2018
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu

* ACL 2018 

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Unseen Class Discovery in Open-world Classification


Jan 17, 2018
Lei Shu, Hu Xu, Bing Liu


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Product Function Need Recognition via Semi-supervised Attention Network


Dec 06, 2017
Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu


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Dual Attention Network for Product Compatibility and Function Satisfiability Analysis


Dec 06, 2017
Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu


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DOC: Deep Open Classification of Text Documents


Sep 25, 2017
Lei Shu, Hu Xu, Bing Liu

* accepted at EMNLP 2017 

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Supervised Complementary Entity Recognition with Augmented Key-value Pairs of Knowledge


May 29, 2017
Hu Xu, Lei Shu, Philip S. Yu


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