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Learning to Ask for Data-Efficient Event Argument Extraction


Oct 01, 2021
Hongbin Ye, Ningyu Zhang, Zhen Bi, Shumin Deng, Chuanqi Tan, Hui Chen, Fei Huang, Huajun Chen

* work in progress 

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DialogueCSE: Dialogue-based Contrastive Learning of Sentence Embeddings


Sep 26, 2021
Che Liu, Rui Wang, Jinghua Liu, Jian Sun, Fei Huang, Luo Si

* Accepted as Long Paper at "EMNLP,2021" 

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MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity Representations


Sep 13, 2021
Xinyin Ma, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Weiming Lu

* Accepted by EMNLP 2021 

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Raise a Child in Large Language Model: Towards Effective and Generalizable Fine-tuning


Sep 13, 2021
Runxin Xu, Fuli Luo, Zhiyuan Zhang, Chuanqi Tan, Baobao Chang, Songfang Huang, Fei Huang

* Accepted as a long paper to EMNLP 2021 Main Conference 

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LightNER: A Lightweight Generative Framework with Prompt-guided Attention for Low-resource NER


Sep 09, 2021
Xiang Chen, Ningyu Zhang, Lei Li, Xin Xie, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen

* Work in progress 

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Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners


Aug 31, 2021
Ningyu Zhang, Luoqiu Li, Xiang Chen, Shumin Deng, Zhen Bi, Chuanqi Tan, Fei Huang, Huajun Chen

* Work in progress 

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Product-oriented Machine Translation with Cross-modal Cross-lingual Pre-training


Aug 25, 2021
Yuqing Song, Shizhe Chen, Qin Jin, Wei Luo, Jun Xie, Fei Huang

* Accepted as Oral by ACMMM 2021 

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CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark


Jul 06, 2021
Mosha Chen, Chuanqi Tan, Zhen Bi, Xiaozhuan Liang, Lei Li, Ningyu Zhang, Xin Shang, Kangping Yin, Jian Xu, Fei Huang, Luo Si, Yuan Ni, Guotong Xie, Zhifang Sui, Baobao Chang, Hui Zong, Zheng Yuan, Linfeng Li, Jun Yan, Hongying Zan, Kunli Zhang, Buzhou Tang, Qingcai Chen


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Document-level Relation Extraction as Semantic Segmentation


Jun 07, 2021
Ningyu Zhang, Xiang Chen, Xin Xie, Shumin Deng, Chuanqi Tan, Mosha Chen, Fei Huang, Luo Si, Huajun Chen

* Accepted by IJCAI 2021 

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E2E-VLP: End-to-End Vision-Language Pre-training Enhanced by Visual Learning


Jun 04, 2021
Haiyang Xu, Ming Yan, Chenliang Li, Bin Bi, Songfang Huang, Wenming Xiao, Fei Huang

* ACL2021 main conference 

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NAST: A Non-Autoregressive Generator with Word Alignment for Unsupervised Text Style Transfer


Jun 04, 2021
Fei Huang, Zikai Chen, Chen Henry Wu, Qihan Guo, Xiaoyan Zhu, Minlie Huang

* Accepted by ACL 2021: Findings (long paper) 

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Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning


Jun 02, 2021
Xinyu Wang, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu

* Accepted to ACL 2021, 12 pages 

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Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialog State Tracking


Jun 01, 2021
Yinpei Dai, Hangyu Li, Yongbin Li, Jian Sun, Fei Huang, Luo Si, Xiaodan Zhu

* 7 pages, 2 figures, accepted to ACL21 

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A Semantic-based Method for Unsupervised Commonsense Question Answering


May 31, 2021
Yilin Niu, Fei Huang, Jiaming Liang, Wenkai Chen, Xiaoyan Zhu, Minlie Huang

* Accepted by ACL 2021 (long paper) 

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OntoED: Low-resource Event Detection with Ontology Embedding


May 27, 2021
Shumin Deng, Ningyu Zhang, Luoqiu Li, Hui Chen, Huaixiao Tou, Mosha Chen, Fei Huang, Huajun Chen

* Accepted to appear at the ACL 2021 main conference 

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StructuralLM: Structural Pre-training for Form Understanding


May 24, 2021
Chenliang Li, Bin Bi, Ming Yan, Wei Wang, Songfang Huang, Fei Huang, Luo Si

* Accepted by ACL2021 main conference 

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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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