publications
here is a full list of my publications:
Journals
Uncertainty-Aware Sequence Labeling
Tao Gui, Jiacheng Ye, Xiang Zhou, Xiaoqing Zheng and Qi Zhang
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2021.
Conferences
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TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing |
2022
ProofInfer: Generating Proof via Iterative Hierarchical Inference
Zichu Fei, Qi Zhang, Xin Zhou, Tao Gui and Xuanjing Huang
EMNLP 2022.
RE-Matching: A Fine-Grained Semantic Matching Method for Zero-Shot Relation Extraction
Jun Zhao, WenYu Zhan, Tao Gui, Qi Zhang, Jin Ma and Ying Shan
EMNLP 2022 Findings.
TextFusion: Privacy-Preserving Pre-trained Model Inference via Token Fusion
Xin Zhou, Jinzhu Lu, Tao Gui, Ruotian Ma, Zichu Fei, Yuran Wang, Yong Ding, Yibo Cheung, Qi Zhang and Xuanjing Huang
EMNLP 2022.
Efficient Adversarial Training with Robust Early-Bird Tickets
zhiheng xi, rui zheng, Tao Gui, Qi Zhang and Xuanjing Huang
EMNLP 2022.
Cross-Linguistic Syntactic Difference in Multilingual BERT: How Good is It and How Does It Affect Transfer?
Ningyu Xu, Tao Gui, Ruotian Ma, Qi Zhang, Jingting Ye, Menghan Zhang and Xuanjing Huang
EMNLP 2022.
Making Parameter-efficient Tuning More Efficient: A Unified Framework for Classification Tasks
Xin Zhou, Ruotian Ma, Yicheng Zou, Xuanting Chen, Tao Gui, Qi Zhang, Xuanjing Huang, Rui Xie and Wei Wu
COLING 2022.
Less Is Better: Recovering Intended-Feature Subspace to Robustify NLU Models
Ting Wu and Tao Gui
COLING 2022.
PlugAT: A Plug and Play Module to Defend against Textual Adversarial Attack
Rui Zheng, Rong Bao, Qin Liu, Tao Gui, Qi Zhang, Xuanjing Huang, Rui Xie and Wei Wu
COLING 2022.
LFKQG: A Controlled Generation Framework with Local Fine-tuning for Question Generation over Knowledge Bases
Zichu Fei, Xin Zhou, Tao Gui, Qi Zhang and Xuanjing Huang
COLING 2022.
Read Extensively, Focus Smartly: A Cross-document Semantic Enhancement Method for Visual Documents NER
Jun Zhao, Xin Zhao, WenYu Zhan, Tao Gui, Qi Zhang, Liang Qiao, Zhanzhan Cheng and Shiliang Pu
COLING 2022.
Causal Intervention Improves Implicit Sentiment Analysis
Siyin Wang, Jie Zhou, Changzhi Sun, Junjie Ye, Tao Gui, Qi Zhang and Xuanjing Huang
COLING 2022.
Template-free Prompt Tuning for Few-shot NER
Ruotian Ma, Xin Zhou, Tao Gui, Yiding Tan, Linyang Li, Qi Zhang, Xuanjing Huang
NAACL 2022.
Searching for Optimal Subword Tokenization in Cross-domain NER
Ruotian Ma, Yiding Tan, Xin Zhou, Xuanting Chen, Tao Gui, Di Liang, Sirui Wang, Wei Wu
IJCAI 2022, Top 3.75%.Flooding-X: Improving BERT's Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning
Qin Liu, Rui Zheng, Bao Rong, Jingyi Liu, ZhiHua Liu, Zhanzhan Cheng, Liang Qiao, Tao Gui, Qi Zhang, Xuanjing Huang
ACL 2022.Robust Lottery Tickets for Pre-trained Language Models
Rui Zheng, Rong Bao, Yuhao Zhou, Di Liang, Sirui Wang, Wei Wu, Tao Gui, Qi Zhang, Xuanjing Huang
ACL 2022.MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective
Xiao Wang, Shihan Dou, Limao Xiong, Yicheng Zou, Qi Zhang, Tao Gui, Liang Qiao, Zhanzhan Cheng, Xuanjing Huang
ACL 2022.Divide and Conquer: Text Semantic Matching with Disentangled Keywords and Intents
Yicheng Zou, Hongwei Liu, Tao Gui, Junzhe Wang, Qi Zhang, Meng Tang, Haixiang Li, daniell wang
ACL 2022.CQG: A Simple and Effective Controlled Generation Framework for Multi-hop Question Generation
Zichu Fei, Qi Zhang, Tao Gui, Di Liang, Sirui Wang, Wei Wu, Xuanjing Huang
ACL 2022.
2021
ONE2SET: Generating Diverse Keyphrases as a Set
Jiacheng Ye, Tao Gui*, Yichao Luo, Yige Xu, and Qi Zhang. （* Corresponding author）
ACL 2021. [pdf] [code]SENT: Sentence-level Distant Relation Extraction via Negative Training
Ruotian Ma, Tao Gui*, Linyang Li, Qi Zhang, Xuanjing Huang and Yaqian Zhou. （* Corresponding author）
ACL 2021. [pdf] [code]A Unified Generative Framework for Various NER Tasks
Hang Yan, Tao Gui, Junqi Dai, Qipeng Guo, Zheng Zhang and Xipeng Qiu.
ACL 2021. [pdf] [code]Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining
Yicheng Zou, Bolin Zhu, Xingwu Hu, Tao Gui* and Qi Zhang. （* Corresponding author）
EMNLP 2021. [pdf]Heterogeneous Graph Neural Networks for Keyphrase Generation
Jiacheng Ye, Ruijian Cai, Tao Gui* and Qi Zhang. （* Corresponding author）
EMNLP 2021. [pdf]A Relation-Oriented Clustering Method for Open Relation Extraction
Jun Zhao, Tao Gui*, Qi Zhang and Yaqian Zhou.（* Corresponding author）
EMNLP 2021. [pdf]
2020
Constructing Multiple Tasks for Augmentation: Improving Neural Image Classification with K-means Features
Tao Gui, Lizhi Qing, Qi Zhang, Jiacheng Ye, Hang Yan, Zichu Fei and Xuanjing Huang.
AAAI 2020. [pdf] [code]
Leveraging Document-Level Label Consistency for Named Entity Recognition
Tao Gui, Jiacheng Ye, Qi Zhang, Yaqian Zhou, Yeyun Gong, Xuanjing Huang.
IJCAI 2020. [pdf] [code]
Uncertainty-Aware Label Refinement for Sequence Labeling
Tao Gui, Jiacheng Ye, Qi Zhang, Zhengyan Li, Zichu Fei, Yeyun Gong and Xuanjing Huang.
EMNLP 2020. [pdf] [code]
2019
Cooperative Multimodal Approach to Depression Detection in Twitter
Tao Gui, Liang Zhu, Qi Zhang, Minlong Peng, Xu Zhou, Keyu Ding, Zhigang Chen.
AAAI-19. [pdf] [code] [data]
Long Short-Term Memory with Dynamic Skip Connections
Tao Gui, Qi Zhang, Lujun Zhao, Yaosong Lin, Minlong Peng, Jingjing Gong, Xuanjing Huang.
AAAI-19. [pdf] [code]
Mention Recommendation in Twitter with Cooperative Multi-Agent Reinforcement Learning
Tao Gui, Peng Liu, Qi Zhang, Liang Zhu, Minlong Peng, Yunhua Zhou and Xuanjing Huang.
SIGIR 2019. [pdf] [code]
CNN-Based Chinese NER with Lexicon Rethinking
Tao Gui, Ruotian Ma, Qi Zhang, Lujun Zhao, Yu-Gang Jiang, Xuanjing Huang.
IJCAI 2019. [pdf] [code]
A Lexicon-Based Graph Neural Network for Chinese NER
Tao Gui, Yicheng Zou, Qi Zhang, Minlong Peng, Jinlan Fu, Zhongyu Wei and Xuanjing Huang.
EMNLP 2019. [pdf] [code]
Trainable Undersampling for Class-Imbalance Learning
Minlong Peng, Qi Zhang, Xiaoyu Xing, Tao Gui, Xuanjing Huang, Yu-Gang Jiang, Keyu Ding, Zhigang Chen.
AAAI-19. [pdf]
Adaptive Multi-Attention Network Incorporating Answer Information for Duplicate Question Detection
Di Liang, Fubao Zhang, Weidong Zhang, Qi Zhang, Jinlan Fu, Minlong Peng, Tao Gui and Xuanjing Huang.
SIGIR 2019. [pdf]
Learning Task-Specific Representation for Novel Words in Sequence Labeling
Minlong Peng, Qi Zhang, Xiaoyu Xing, Tao Gui, Jinlan Fu, Xuanjing Huang.
IJCAI 2019. [pdf]
Switch-LSTMs for Multi-Criteria Chinese Word Segmentation
Jingjing Gong, Xinchi Chen, Tao Gui, Xipeng Qiu.
AAAI-19. [pdf]
2018
Transferring from Formal Newswire Domain with Hypernet for Twitter POS Tagging
Tao Gui, Qi Zhang, Jingjing Gong, Minlong Peng, Di Liang, Keyu Ding and Xuanjing Huang.
EMNLP 2018. [pdf] [code]
A Lexicon-Based Supervised Attention Model for Neural Sentiment Analysis
Yicheng Zou, Tao Gui, Qi Zhang, Xuanjing Huang
COLING 2018, Area Chair Favorite Award. [pdf]
2017