Publications

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Year of 2020

Multi-level Head-wise Match and Aggregation in Transformer for Textual Sequence Matching
Shuohang Wang, Yunshi Lan, Yi Tay, Jing Jiang, Jingjing Liu
Proceedings of AAAI 2020
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HyperML: A Boosting Metric Learning Approach in Hyperbolic Space for Recommender Systems
Lucas Vinh Tranh, Yi Tay, Shuai Zhang, Gao Cong, Xiaoli Li
Proceedings of WSDM 2020
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Year of 2019

Compositional De-Attention Networks
Yi Tay, Luu Anh Tuan, Aston Zhang, Shuohang Wang, Siu Cheung Hui
Proceedings of NeurIPS 2019
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Quaternion Knowledge Graph Embedding
Shuai Zhang, Yi Tay, Lina Yao, Qi Liu
Proceedings of NeurIPS 2019
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Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks
Yi Tay, Aston Zhang, Anh Tuan Luu, Jinfeng Rao, Shuai Zhang, Shuohang Wang, Jie Fu, Siu Cheung Hui
Proceedings of ACL 2019 (Long Paper)
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Featured in ICML 2019 tutorial

Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives
Yi Tay, Shuohang Wang, Anh Tuan Luu, Jie Fu, Minh C. Phan, Xingdi Yuan, Jinfeng Rao, Siu Cheung Hui, Aston Zhang
Proceedings of ACL 2019 (Long Paper, Oral Presentation)
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Robust Representation Learning of Biomedical Names
Minh C. Phan, Aixin Sun, Yi Tay
Proceedings of ACL 2019 (Long Paper)
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Confusionset-guided Pointer Networks for Chinese Spelling Check
Dingmin Wang, Yi Tay, Li Zhong
Proceedings of ACL 2019 (Short Paper, Oral Presentation)
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Bridging the Gap of Relevance Matching and Semantic Matching with Hierarchical Co-Attention Network
Jinfeng Rao, Linqing Liu, Yi Tay, Wei Yang, Peng Shi, Jimmy Lin
Proceedings of EMNLP 2019 (Long Paper)
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Holographic Factorization Machines for Recommendation
Yi Tay, Shuai Zhang, Anh Tuan Luu, Siu Cheung Hui, Lina Yao, Lucas Vinh Tran
Proceedings of AAAI 2019
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Quaternion Collaborative Filtering for Recommendation
Shuai Zhang, Lina Yao, Lucas Vinh Tranh, Aston Zhang, Yi Tay
Proceedings of IJCAI 2019
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Interact and Decide: Medley of Sub-Attention Networks for Group Recommendation
Lucas Vinh Tranh, Tuan-Anh Nguyen Pham, Yi Tay, Yiding Liu, Gao Cong, Xiaoli Li
Proceedings of SIGIR 2019 (Full Paper)
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Deep Learning based Recommender System - A Survey and New Perspectives
Shuai Zhang, Lina Yao, Aixin Sun, Yi Tay
Proceedings of ACM Computing Surveys (2019)
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Year of 2018

Recurrently Controlled Recurrent Networks
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of NeurIPS 2018
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Densely Connected Attention Propagation for Reading Comprehension
Yi Tay, Anh Tuan Luu, Siu Cheung Hui, Jian Su
Proceedings of NeurIPS 2018
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Reasoning with Sarcasm by Reading In-Between
Yi Tay, Anh Tuan Luu, Siu Cheung Hui, Jian Su
Proceedings of ACL 2018 (Long Paper, Oral)
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Compare, Compress and Propagate: Enhancing Neural Architectures with Alignment Factorizaton for Natural Language Inference
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of EMNLP 2018 (Long Paper)
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Co-stack Residual Affinity Networks with Multi-level Attention Refinement for Matching Text Sequences
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of EMNLP 2018 (Long Paper)
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Multi-Granular Sequence Encoding via Dilated Composition Units for Reading Comprehension
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of EMNLP 2018 (Long Paper)
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Attentive Gated Lexicon Reader via Contrastive Contextual Co-Attention for Sentiment Classification
Yi Tay, Anh Tuan Luu, Siu Cheung Hui, Jian Su
Proceedings of EMNLP 2018 (Long Paper)
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Multi-Pointer Co-Attention Networks for Recommendation
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of KDD 2018 (Oral)
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Multi-Cast Attention Networks
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of KDD 2018
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Latent Relational Metric Learning via Memory-based Attention for Collaborative Ranking
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of WWW 2018
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Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of WSDM 2018
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CoupleNet: Paying Attention to Couples with Coupled Attention for Relationship Recommendation
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of ICWSM 2018
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Cross Temporal Recurrent Networks for Ranking Question Answer Pairs
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of AAAI 2018 (Oral)
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Learning to Attend via Word-Aspect Associative Fusion for Aspect-based Sentiment Analysis
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of AAAI 2018
PDF | Dataset

SkipFlow: Incorporating Neural Coherence Features for End-to-End Automatic Text Scoring
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of AAAI 2018
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Hermitian Co-Attention Networks for Text Matching in Asymmetrical Domains
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of IJCAI 2018
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Pair-Linking for Collective Entity Disambiguation: Two Could Be Better Than All
Minh C. Phan, Aixin Sun, Yi Tay, Jialong Han, Chenliang Li
Proceedings of IEEE TKDE 2018
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2017 and Before

Learning to Rank Question Answer Pairs with Holographic Dual LSTM Architecture
Yi Tay, Minh C.Phan, Anh Tuan Luu, Siu Cheung Hui
Proceedings of SIGIR 2017
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Random Semantic Tensor Ensemble for Scalable Link Prediction on Knowledge Graphs
Yi Tay, Anh Tuan Luu, Siu Cheung Hui, Falk Brauer
Proceedings of WSDM 2017
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Non-parametric Estimation of Multiple Embeddings for Link Prediction on Dynamic Knowledge Graphs
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of AAAI 2017
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Multi-task Neural Network for Non-discrete Attribute Prediction in Knowledge Graphs
Yi Tay, Anh Tuan Luu, Minh C.Phan, Siu Cheung Hui
Proceedings of CIKM 2017
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Dyadic Memory Networks for Aspect-based Sentiment Analysis
Yi Tay, Anh Tuan Luu, Siu Cheung Hui
Proceedings of CIKM 2017
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NeuPL: Attention-based Semantic Matching and Pair Linking for Entity Disambiguation
Minh C. Phan, Aixin Sun, Yi Tay, Jialong Han, Chenliang Li
Proceedings of CIKM 2017
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Cross Device User Linking : URL, Session, Visiting Time and Device Log Embedding
Minh C. Phan, Aixin Sun, Yi Tay
Proceedings of SIGIR 2017 (Short Paper)
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Learning Term Embeddings for Taxonomic Relation Identification with Dynamic Weighting Neural Network
Anh Tuan Luu, Yi Tay, Siu Cheung Hui, See Kiong Ng
Proceedings of EMNLP 2016 (Long Paper)
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Workshops and Demos

Detecting Waterborne Debris with Sim2Real and Randomization
Jie Fu, Ritchie Ng, Mirgahney Mohamed, Yi Tay, Kris Sankaran,
Shangbang Long, Alfredo Canziani, Chris Pal, Moustapha Cisse
Proceedings of ICML 2019 - AI4SocialGood Workshop
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Next Item Recommendation with Self-Attentive Metric Learning
Shuai Zhang, Yi Tay, Lina Yao, Aixin Sun, Jake An
Proceedings of AAAI 2019 - RecNLP Workshop

DeepRec: An Open-source Toolkit for Deep Learning based Recommendation
Shuai Zhang, Yi Tay, Lina Yao, Bin Wu, Aixin Sun
Proceedings of IJCAI 2019 - Demo Track

Preprints

Interactive Machine Comprehension via Information Seeking Agents
Xingdi Yuan, Jie Fu, Marc-Alexandre Cote, Yi Tay, Christopher Pal, Adam Trischler
arXiV preprint
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Thesis and Dissertation

Neural Architectures for Natural Language Understanding
Yi Tay
PhD Thesis, Nanyang Technological University
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