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Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning


May 08, 2021
Xinyu Wang, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu

* Accepted to ACL 2021, submission version, 12 pages 

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Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion


Apr 27, 2021
Guanglin Niu, Yang Li, Chengguang Tang, Ruiying Geng, Jian Dai, Qiao Liu, Hao Wang, Jian Sun, Fei Huang, Luo Si

* The full version of a paper accepted to SIGIR 2021 

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Improving Biomedical Pretrained Language Models with Knowledge


Apr 21, 2021
Zheng Yuan, Yijia Liu, Chuanqi Tan, Songfang Huang, Fei Huang

* Accepted at BioNLP 2021 

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AdaPrompt: Adaptive Prompt-based Finetuning for Relation Extraction


Apr 15, 2021
Xiang Chen, Xin Xie, Ningyu Zhang, Jiahuan Yan, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen

* Work in progress 

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Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction


Apr 11, 2021
Luoqiu Li, Xiang Chen, Ningyu Zhang, Shumin Deng, Xin Xie, Chuanqi Tan, Mosha Chen, Fei Huang, Huajun Chen

* Work in progress 

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Prototypical Representation Learning for Relation Extraction


Mar 22, 2021
Ning Ding, Xiaobin Wang, Yao Fu, Guangwei Xu, Rui Wang, Pengjun Xie, Ying Shen, Fei Huang, Hai-Tao Zheng, Rui Zhang

* Accepted by ICLR 2021 

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Dynamic Hybrid Relation Network for Cross-Domain Context-Dependent Semantic Parsing


Jan 05, 2021
Binyuan Hui, Ruiying Geng, Qiyu Ren, Binhua Li, Yongbin Li, Jian Sun, Fei Huang, Luo Si, Pengfei Zhu, Xiaodan Zhu

* Accepted by AAAI 2021 

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Nested Named Entity Recognition with Partially-Observed TreeCRFs


Dec 15, 2020
Yao Fu, Chuanqi Tan, Mosha Chen, Songfang Huang, Fei Huang

* AAAI 2021 Camera Ready 

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An Investigation of Potential Function Designs for Neural CRF


Nov 11, 2020
Zechuan Hu, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu


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VECO: Variable Encoder-decoder Pre-training for Cross-lingual Understanding and Generation


Oct 30, 2020
Fuli Luo, Wei Wang, Jiahao Liu, Yijia Liu, Bin Bi, Songfang Huang, Fei Huang, Luo Si


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Keyphrase Extraction with Dynamic Graph Convolutional Networks and Diversified Inference


Oct 24, 2020
Haoyu Zhang, Dingkun Long, Guangwei Xu, Pengjun Xie, Fei Huang, Ji Wang

* 11 pages 

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AIN: Fast and Accurate Sequence Labeling with Approximate Inference Network


Oct 12, 2020
Xinyu Wang, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu

* Accept to Main Conference of EMNLP 2020 (Short). Camera-ready, 8 Pages 

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Structural Knowledge Distillation


Oct 10, 2020
Xinyu Wang, Yong Jiang, Zhaohui Yan, Zixia Jia, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu

* Under review as a conference paper of ICLR 2021. 15 pages 

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Automated Concatenation of Embeddings for Structured Prediction


Oct 10, 2020
Xinyu Wang, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu

* We propose ACE, which achieves new SOTA for 6 NLP tasks over 23 datasets. Under review as a conference paper at ICLR 2021. 19 pages 

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More Embeddings, Better Sequence Labelers?


Oct 10, 2020
Xinyu Wang, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu

* Accepted to Findings of EMNLP 2020. Camera-ready, 16 pages 

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Aspect Sentiment Classification with Aspect-Specific Opinion Spans


Oct 06, 2020
Lu Xu, Lidong Bing, Wei Lu, Fei Huang

* EMNLP 2020 

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Fast and Accurate Sequence Labeling with Approximate Inference Network


Sep 17, 2020
Xinyu Wang, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu

* Accept to Main Conference of EMNLP 2020 (Short). 8 Pages 

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Contrastive Triple Extraction with Generative Transformer


Sep 14, 2020
Hongbin Ye, Ningyu Zhang, Shumin Deng, Mosha Chen, Chuanqi Tan, Fei Huang, Huajun Chen


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Structure-Level Knowledge Distillation For Multilingual Sequence Labeling


Apr 29, 2020
Xinyu Wang, Yong Jiang, Nguyen Bach, Tao Wang, Fei Huang, Kewei Tu

* Accepted to ACL 2020, camera-ready. 14 pages 

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CoTK: An Open-Source Toolkit for Fast Development and Fair Evaluation of Text Generation


Feb 03, 2020
Fei Huang, Dazhen Wan, Zhihong Shao, Pei Ke, Jian Guan, Yilin Niu, Xiaoyan Zhu, Minlie Huang

* Submitting to ACL2020 demo 

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A Knowledge-Enhanced Pretraining Model for Commonsense Story Generation


Jan 15, 2020
Jian Guan, Fei Huang, Zhihao Zhao, Xiaoyan Zhu, Minlie Huang

* Accept at Transactions of the Association for Computational Linguistics 2020 

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Event Ticket Price Prediction with Deep Neural Network on Spatial-Temporal Sparse Data


Dec 04, 2019
Fei Huang, Hao Huang


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Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment Analysis


Nov 21, 2019
Haiyun Peng, Lu Xu, Lidong Bing, Fei Huang, Wei Lu, Luo Si

* This paper is accepted in AAAI 2020 

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ARAML: A Stable Adversarial Training Framework for Text Generation


Aug 20, 2019
Pei Ke, Fei Huang, Minlie Huang, Xiaoyan Zhu

* Accepted by EMNLP 2019 

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