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Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning


Apr 04, 2021
Hui Liu, Danqing Zhang, Bing Yin, Xiaodan Zhu

* Accepted to Main Conference of NAACL 2021 as Long Paper 

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Improving Text-to-SQL with Schema Dependency Learning


Mar 07, 2021
Binyuan Hui, Xiang Shi, Ruiying Geng, Binhua Li, Yongbin Li, Jian Sun, Xiaodan Zhu


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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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Learning to Retrieve Entity-Aware Knowledge and Generate Responses with Copy Mechanism for Task-Oriented Dialogue Systems


Dec 22, 2020
Chao-Hong Tan, Xiaoyu Yang, Zi'ou Zheng, Tianda Li, Yufei Feng, Jia-Chen Gu, Quan Liu, Dan Liu, Zhen-Hua Ling, Xiaodan Zhu

* Accepted by AAAI 2021, Workshop on DSTC 9 

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Exploring End-to-End Differentiable Natural Logic Modeling


Nov 08, 2020
Yufei Feng, Zi'ou Zheng, Quan Liu, Michael Greenspan, Xiaodan Zhu

* COLING 2020 
* 10 pages 

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Deriving Commonsense Inference Tasks from Interactive Fictions


Oct 19, 2020
Mo Yu, Xiaoxiao Guo, Yufei Feng, Xiaodan Zhu, Michael Greenspan, Murray Campbell


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Program Enhanced Fact Verification with Verbalization and Graph Attention Network


Oct 14, 2020
Xiaoyu Yang, Feng Nie, Yufei Feng, Quan Liu, Zhigang Chen, Xiaodan Zhu

* 16 pages (EMNLP 2019) 

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SemEval-2020 Task 5: Counterfactual Recognition


Aug 02, 2020
Xiaoyu Yang, Stephen Obadinma, Huasha Zhao, Qiong Zhang, Stan Matwin, Xiaodan Zhu

* Task description paper of SemEval-2020 Task 5: Modelling Causal Reasoning in Language: Detecting Counterfactuals 

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SemEval-2020 Task 4: Commonsense Validation and Explanation


Jul 01, 2020
Cunxiang Wang, Shuailong Liang, Yili Jin, Yilong Wang, Xiaodan Zhu, Yue Zhang

* Task description paper of SemEval-2020 Task 4: Commonsense Validation and Explanation 

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Improving Image Captioning with Better Use of Captions


Jun 21, 2020
Zhan Shi, Xu Zhou, Xipeng Qiu, Xiaodan Zhu

* ACL 2020 

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Dynamic Memory Induction Networks for Few-Shot Text Classification


May 12, 2020
Ruiying Geng, Binhua Li, Yongbin Li, Jian Sun, Xiaodan Zhu

* 8 pages, 2 figures 

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Filtering before Iteratively Referring for Knowledge-Grounded Response Selection in Retrieval-Based Chatbots


Apr 30, 2020
Jia-Chen Gu, Zhen-Hua Ling, Quan Liu, Si Wei, Xiaodan Zhu


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DialBERT: A Hierarchical Pre-Trained Model for Conversation Disentanglement


Apr 08, 2020
Tianda Li, Jia-Chen Gu, Xiaodan Zhu, Quan Liu, Zhen-Hua Ling, Zhiming Su, Si Wei


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Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots


Apr 07, 2020
Jia-Chen Gu, Tianda Li, Quan Liu, Xiaodan Zhu, Zhen-Hua Ling, Zhiming Su, Si Wei

* arXiv admin note: text overlap with arXiv:1901.01824, arXiv:2004.01940 

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Learning to Recover Reasoning Chains for Multi-Hop Question Answering via Cooperative Games


Apr 06, 2020
Yufei Feng, Mo Yu, Wenhan Xiong, Xiaoxiao Guo, Junjie Huang, Shiyu Chang, Murray Campbell, Michael Greenspan, Xiaodan Zhu


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Pre-Trained and Attention-Based Neural Networks for Building Noetic Task-Oriented Dialogue Systems


Apr 04, 2020
Jia-Chen Gu, Tianda Li, Quan Liu, Xiaodan Zhu, Zhen-Hua Ling, Yu-Ping Ruan

* Accepted by AAAI 2020, Workshop on DSTC8 

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Learning Cross-modal Context Graph for Visual Grounding


Nov 23, 2019
Yongfei Liu, Bo Wan, Xiaodan Zhu, Xuming He

* AAAI-2020 

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Dually Interactive Matching Network for Personalized Response Selection in Retrieval-Based Chatbots


Sep 07, 2019
Jia-Chen Gu, Zhen-Hua Ling, Xiaodan Zhu, Quan Liu

* Accepted by EMNLP 2019 

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Exploring Deep Anomaly Detection Methods Based on Capsule Net


Jul 15, 2019
Xiaoyan Li, Iluju Kiringa, Tet Yeap, Xiaodan Zhu, Yifeng Li

* Presented in the "ICML 2019 Workshop on Uncertainty & Robustness in Deep Learning", June 14, Long Beach, California, USA 

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Several Experiments on Investigating Pretraining and Knowledge-Enhanced Models for Natural Language Inference


Apr 27, 2019
Tianda Li, Xiaodan Zhu, Quan Liu, Qian Chen, Zhigang Chen, Si Wei


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Exploring Unsupervised Pretraining and Sentence Structure Modelling for Winograd Schema Challenge


Apr 22, 2019
Yu-Ping Ruan, Xiaodan Zhu, Zhen-Hua Ling, Zhan Shi, Quan Liu, Si Wei

* 7 pages 

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Promoting Diversity for End-to-End Conversation Response Generation


Jan 30, 2019
Yu-Ping Ruan, Zhen-Hua Ling, Quan Liu, Jia-Chen Gu, Xiaodan Zhu

* To be present on AAAI19 Workshop---Dialog System Technology Challenges 7 (DSTC7) 

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Logographic Subword Model for Neural Machine Translation


Sep 07, 2018
Yihao Fang, Rong Zheng, Xiaodan Zhu


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Enhancing Sentence Embedding with Generalized Pooling


Jun 26, 2018
Qian Chen, Zhen-Hua Ling, Xiaodan Zhu

* Accepted by COLING 2018 

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Neural Natural Language Inference Models Enhanced with External Knowledge


Jun 23, 2018
Qian Chen, Xiaodan Zhu, Zhen-Hua Ling, Diana Inkpen, Si Wei

* Accepted by ACL 2018 

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Recurrent Neural Network-Based Sentence Encoder with Gated Attention for Natural Language Inference


Aug 04, 2017
Qian Chen, Xiaodan Zhu, Zhen-Hua Ling, Si Wei, Hui Jiang, Diana Inkpen

* RepEval 2017 workshop paper at EMNLP 2017, Copenhagen 

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Enhanced LSTM for Natural Language Inference


Apr 26, 2017
Qian Chen, Xiaodan Zhu, Zhenhua Ling, Si Wei, Hui Jiang, Diana Inkpen

* ACL 2017 

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