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Enabling Lightweight Fine-tuning for Pre-trained Language Model Compression based on Matrix Product Operators


Jun 04, 2021
Peiyu Liu, Ze-Feng Gao, Wayne Xin Zhao, Z. Y. Xie, Zhong-Yi Lu, Ji-Rong Wen

* Accepted by ACL 2021 main conference 

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Few-shot Knowledge Graph-to-Text Generation with Pretrained Language Models


Jun 03, 2021
Junyi Li, Tianyi Tang, Wayne Xin Zhao, Zhicheng Wei, Nicholas Jing Yuan, Ji-Rong Wen

* Accepted to ACL 2021 Findings 

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A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions


May 25, 2021
Yunshi Lan, Gaole He, Jinhao Jiang, Jing Jiang, Wayne Xin Zhao, Ji-Rong Wen

* Accepted by IJCAI 2021 Survey Track 

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Pretrained Language Models for Text Generation: A Survey


May 25, 2021
Junyi Li, Tianyi Tang, Wayne Xin Zhao, Ji-Rong Wen

* Accepted by IJCAI 2021 Survey Track 

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Knowledge-based Review Generation by Coherence Enhanced Text Planning


May 09, 2021
Junyi Li, Wayne Xin Zhao, Zhicheng Wei, Nicholas Jing Yuan, Ji-Rong Wen

* Accepted by SIGIR 2021 (Long Paper) 

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WenLan: Bridging Vision and Language by Large-Scale Multi-Modal Pre-Training


Mar 19, 2021
Yuqi Huo, Manli Zhang, Guangzhen Liu, Haoyu Lu, Yizhao Gao, Guoxing Yang, Jingyuan Wen, Heng Zhang, Baogui Xu, Weihao Zheng, Zongzheng Xi, Yueqian Yang, Anwen Hu, Jinming Zhao, Ruichen Li, Yida Zhao, Liang Zhang, Yuqing Song, Xin Hong, Wanqing Cui, Danyang Hou, Yingyan Li, Junyi Li, Peiyu Liu, Zheng Gong, Chuhao Jin, Yuchong Sun, Shizhe Chen, Zhiwu Lu, Zhicheng Dou, Qin Jin, Yanyan Lan, Wayne Xin Zhao, Ruihua Song, Ji-Rong Wen

* This paper is the outcome of the Chinese multi-modal pre-training project called 'WenLan' 

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Improving Multi-hop Knowledge Base Question Answering by Learning Intermediate Supervision Signals


Jan 11, 2021
Gaole He, Yunshi Lan, Jing Jiang, Wayne Xin Zhao, Ji-Rong Wen

* WSDM 2021 camer-ready version. 9 pages 

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TextBox: A Unified, Modularized, and Extensible Framework for Text Generation


Jan 07, 2021
Junyi Li, Tianyi Tang, Gaole He, Jinhao Jiang, Xiaoxuan Hu, Puzhao Xie, Wayne Xin Zhao, Ji-Rong Wen

* 9 pages, 2 figures, 4 tables. For our GitHub page, see https://github.com/RUCAIBox/TextBox 

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CRSLab: An Open-Source Toolkit for Building Conversational Recommender System


Jan 04, 2021
Kun Zhou, Xiaolei Wang, Yuanhang Zhou, Chenzhan Shang, Yuan Cheng, Wayne Xin Zhao, Yaliang Li, Ji-Rong Wen

* 8 pages 

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Towards Topic-Guided Conversational Recommender System


Oct 08, 2020
Kun Zhou, Yuanhang Zhou, Wayne Xin Zhao, Xiaoke Wang, Ji-Rong Wen

* 12 pages, Accepted by Coling2020 

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Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural Network


Oct 04, 2020
Junyi Li, Siqing Li, Wayne Xin Zhao, Gaole He, Zhicheng Wei, Nicholas Jing Yuan, Ji-Rong Wen

* Accepted by CIKM 2020 (Long Paper) 

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Learning to Match Jobs with Resumes from Sparse Interaction Data using Multi-View Co-Teaching Network


Sep 25, 2020
Shuqing Bian, Xu Chen, Wayne Xin Zhao, Kun Zhou, Yupeng Hou, Yang Song, Tao Zhang, Ji-Rong Wen

* CIKM 2020 

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Leveraging Historical Interaction Data for Improving Conversational Recommender System


Aug 19, 2020
Kun Zhou, Wayne Xin Zhao, Hui Wang, Sirui Wang, Fuzheng Zhang, Zhongyuan Wang, Ji-Rong Wen

* Accepted as CIKM short paper 

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S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization


Aug 18, 2020
Kun Zhou, Hui Wang, Wayne Xin Zhao, Yutao Zhu, Sirui Wang, Fuzheng Zhang, Zhongyuan Wang, Ji-Rong Wen

* Accepted as CIKM2020 long paper 

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Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion


Jul 08, 2020
Kun Zhou, Wayne Xin Zhao, Shuqing Bian, Yuanhang Zhou, Ji-Rong Wen, Jingsong Yu


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Sequential Recommendation with Self-Attentive Multi-Adversarial Network


May 21, 2020
Ruiyang Ren, Zhaoyang Liu, Yaliang Li, Wayne Xin Zhao, Hui Wang, Bolin Ding, Ji-Rong Wen


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Mining Implicit Entity Preference from User-Item Interaction Data for Knowledge Graph Completion via Adversarial Learning


Apr 26, 2020
Gaole He, Junyi Li, Wayne Xin Zhao, Peiju Liu, Ji-Rong Wen

* 11 pages, 4 figures, 6 tables. Accepted as WWW 2020 paper 

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Improving Multi-Turn Response Selection Models with Complementary Last-Utterance Selection by Instance Weighting


Feb 18, 2020
Kun Zhou, Wayne Xin Zhao, Yutao Zhu, Ji-Rong Wen, Jingsong Yu

* 12 pages. Accepted by PAKDD 2020 

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Empowering A* Search Algorithms with Neural Networks for Personalized Route Recommendation


Jul 19, 2019
Jingyuan Wang, Ning Wu, Wayne Xin Zhao, Fanzhang Peng, Xin Lin

* 9 pages, 25TH ACM SIGKDD Conference On Knowledge Discovery And Data Mining 

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Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding


Jun 11, 2019
Junyi Li, Wayne Xin Zhao, Ji-Rong Wen, Yang Song

* 11 pages, 2 figures, 7 tables 

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A Long-Short Demands-Aware Model for Next-Item Recommendation


Feb 12, 2019
Ting Bai, Pan Du, Wayne Xin Zhao, Ji-Rong Wen, Jian-Yun Nie


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hyperdoc2vec: Distributed Representations of Hypertext Documents


May 10, 2018
Jialong Han, Yan Song, Wayne Xin Zhao, Shuming Shi, Haisong Zhang

* Accepted to ACL 2018 

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